FileMood

Download Udacity - Deep Learning Foundation

Udacity Deep Learning Foundation

Name

Udacity - Deep Learning Foundation

 DOWNLOAD Copy Link

Total Size

6.0 GB

Total Files

3750

Last Seen

2024-11-06 23:37

Hash

F6A6B34AA797B708D719271EFF8CB720B5AA38B1

/.../Part 03-Module 02-Lesson 03_Q&A with FloydHub Founders/

01. Floyd QA-KUc59DPfBeo.mp4

226.1 MB

01. Floyd QA-KUc59DPfBeo.en-US.vtt

60.4 KB

01. Floyd QA-KUc59DPfBeo.pt-BR.vtt

49.6 KB

01. FloydHub QA.html

4.6 KB

index.html

3.6 KB

/

Visit Coursedrive.net.url

0.1 KB

Course Downloaded from coursedrive.net.txt

0.4 KB

/Udacity - Deep Learning Foundation v1.0.0/

Course Downloaded from coursedrive.net.txt

0.4 KB

index.html

226.0 KB

Visit Coursedrive.net.url

0.1 KB

/assets/css/

bootstrap.min.css

140.9 KB

jquery.mCustomScrollbar.min.css

42.8 KB

katex.min.css

22.1 KB

plyr.css

24.2 KB

styles.css

3.9 KB

/assets/css/fonts/

KaTeX_AMS-Regular.ttf

71.4 KB

KaTeX_AMS-Regular.woff

40.2 KB

KaTeX_AMS-Regular.woff2

33.2 KB

KaTeX_Caligraphic-Bold.ttf

19.6 KB

KaTeX_Caligraphic-Bold.woff

12.1 KB

KaTeX_Caligraphic-Bold.woff2

10.6 KB

KaTeX_Caligraphic-Regular.ttf

19.0 KB

KaTeX_Caligraphic-Regular.woff

11.9 KB

KaTeX_Caligraphic-Regular.woff2

10.4 KB

KaTeX_Fraktur-Bold.ttf

36.0 KB

KaTeX_Fraktur-Bold.woff

23.4 KB

KaTeX_Fraktur-Bold.woff2

20.5 KB

KaTeX_Fraktur-Regular.ttf

34.7 KB

KaTeX_Fraktur-Regular.woff

22.8 KB

KaTeX_Fraktur-Regular.woff2

19.9 KB

KaTeX_Main-Bold.ttf

61.7 KB

KaTeX_Main-Bold.woff

36.8 KB

KaTeX_Main-Bold.woff2

30.6 KB

KaTeX_Main-BoldItalic.ttf

44.8 KB

KaTeX_Main-BoldItalic.woff

26.2 KB

KaTeX_Main-BoldItalic.woff2

22.2 KB

KaTeX_Main-Italic.ttf

48.0 KB

KaTeX_Main-Italic.woff

27.2 KB

KaTeX_Main-Italic.woff2

23.1 KB

KaTeX_Main-Regular.ttf

70.1 KB

KaTeX_Main-Regular.woff

39.4 KB

KaTeX_Main-Regular.woff2

32.9 KB

KaTeX_Math-BoldItalic.ttf

39.7 KB

KaTeX_Math-BoldItalic.woff

23.2 KB

KaTeX_Math-BoldItalic.woff2

20.0 KB

KaTeX_Math-Italic.ttf

41.4 KB

KaTeX_Math-Italic.woff

23.8 KB

KaTeX_Math-Italic.woff2

20.4 KB

KaTeX_SansSerif-Bold.ttf

34.0 KB

KaTeX_SansSerif-Bold.woff

19.2 KB

KaTeX_SansSerif-Bold.woff2

16.0 KB

KaTeX_SansSerif-Italic.ttf

31.3 KB

KaTeX_SansSerif-Italic.woff

18.1 KB

KaTeX_SansSerif-Italic.woff2

15.2 KB

KaTeX_SansSerif-Regular.ttf

30.2 KB

KaTeX_SansSerif-Regular.woff

16.8 KB

KaTeX_SansSerif-Regular.woff2

14.0 KB

KaTeX_Script-Regular.ttf

24.9 KB

KaTeX_Script-Regular.woff

13.9 KB

KaTeX_Script-Regular.woff2

12.3 KB

KaTeX_Size1-Regular.ttf

13.2 KB

KaTeX_Size1-Regular.woff

7.0 KB

KaTeX_Size1-Regular.woff2

5.8 KB

KaTeX_Size2-Regular.ttf

12.4 KB

KaTeX_Size2-Regular.woff

6.7 KB

KaTeX_Size2-Regular.woff2

5.6 KB

KaTeX_Size3-Regular.ttf

8.4 KB

KaTeX_Size3-Regular.woff

4.8 KB

KaTeX_Size3-Regular.woff2

3.9 KB

KaTeX_Size4-Regular.ttf

11.3 KB

KaTeX_Size4-Regular.woff

6.5 KB

KaTeX_Size4-Regular.woff2

5.2 KB

KaTeX_Typewriter-Regular.ttf

36.3 KB

KaTeX_Typewriter-Regular.woff

20.9 KB

KaTeX_Typewriter-Regular.woff2

17.5 KB

/assets/img/

udacimak.png

472.1 KB

/assets/js/

bootstrap.min.js

51.0 KB

jquery-3.3.1.min.js

86.9 KB

jquery.mCustomScrollbar.concat.min.js

45.5 KB

katex.min.js

236.8 KB

plyr.polyfilled.min.js

129.2 KB

/img/

part-header-2.jpg

161.7 KB

/.../Part 01-Module 01-Lesson 01_Welcome/

01. Welcome to the Deep Learning Nanodegree Foundations.html

5.7 KB

01. Welcome-PdPdogFHnvE.en.vtt

2.4 KB

01. Welcome-PdPdogFHnvE.mp4

18.4 MB

01. Welcome-PdPdogFHnvE.pt-BR.vtt

2.0 KB

01. Welcome-PdPdogFHnvE.zh-CN.vtt

1.9 KB

02. Projects You Will Build .html

7.5 KB

02. Projects You Will Build-yDPuDuCMST8.en.vtt

2.7 KB

02. Projects You Will Build-yDPuDuCMST8.mp4

9.3 MB

03. Meet Your Instructors -EcP0U4720sA.en-US.vtt

2.1 KB

03. Meet Your Instructors -EcP0U4720sA.en.vtt

2.0 KB

03. Meet Your Instructors -EcP0U4720sA.mp4

14.0 MB

03. Meet Your Instructors -EcP0U4720sA.pt-BR.vtt

2.0 KB

03. Meet Your Instructors -EcP0U4720sA.zh-CN.vtt

2.0 KB

03. Meet Your Instructors.html

6.2 KB

04. The first week-krK-TcGoYUI.en-US.vtt

1.2 KB

04. The first week-krK-TcGoYUI.mp4

7.4 MB

04. The first week-krK-TcGoYUI.pt-BR.vtt

1.2 KB

04. The first week-krK-TcGoYUI.zh-CN.vtt

1.1 KB

04. The First Week.html

7.1 KB

05. Prerequisites.html

6.2 KB

06. Community Support.html

12.5 KB

07. Deadline Policy.html

16.6 KB

08. We Value Your Feedback-Dl23R0YCQ0U.en-US.vtt

1.0 KB

08. We Value Your Feedback-Dl23R0YCQ0U.mp4

7.2 MB

08. We Value Your Feedback-Dl23R0YCQ0U.pt-BR.vtt

1.0 KB

08. We Value Your Feedback-Dl23R0YCQ0U.zh-CN.vtt

0.9 KB

08. We Value Your Feedback.html

6.0 KB

09. Getting Set Up.html

6.0 KB

09. Getting-Setup-1SuxTnuQkeE.en.vtt

1.4 KB

09. Getting-Setup-1SuxTnuQkeE.mp4

6.9 MB

09. Getting-Setup-1SuxTnuQkeE.pt-BR.vtt

1.3 KB

09. Getting-Setup-1SuxTnuQkeE.zh-CN.vtt

1.3 KB

index.html

4.2 KB

/.../Part 01-Module 01-Lesson 01_Welcome/img/

review-example.png

371.5 KB

screen-shot-2017-01-26-at-2.51.02-pm.png

309.8 KB

screen-shot-2017-01-26-at-3.29.37-pm.png

398.3 KB

view.png

22.9 KB

/.../Part 01-Module 01-Lesson 02_Anaconda/

01. Instructor.html

5.8 KB

02. Introduction.html

6.3 KB

02. Why Anaconda-VXukXZv7SCQ.ar.vtt

5.1 KB

02. Why Anaconda-VXukXZv7SCQ.en.vtt

3.5 KB

02. Why Anaconda-VXukXZv7SCQ.mp4

10.8 MB

02. Why Anaconda-VXukXZv7SCQ.pt-BR.vtt

3.3 KB

02. Why Anaconda-VXukXZv7SCQ.zh-CN.vtt

3.6 KB

03. What is Anaconda.html

10.8 KB

04. Installing Anaconda.html

7.8 KB

05. Managing packages.html

8.5 KB

06. Managing environments.html

8.9 KB

07. More environment actions.html

7.3 KB

08. Best practices.html

7.1 KB

09. On Python versions at Udacity.html

7.2 KB

index.html

4.2 KB

/.../Part 01-Module 01-Lesson 02_Anaconda/img/

conda-create-env.png

72.5 KB

conda-env-export.png

65.6 KB

conda-install.png

83.1 KB

conda-search.png

441.2 KB

screen-shot-2018-03-19-at-2.49.57-pm.png

453.1 KB

/.../Part 01-Module 01-Lesson 02_Anaconda/media/

conda_default_install.mp4

609.6 KB

conda_enter.mp4

99.6 KB

conda_install.mp4

206.6 KB

/.../Part 01-Module 01-Lesson 03_Jupyter Notebooks/

01. Instructor.html

6.0 KB

02. Jupyter-qiYDWFLyXvg.ar.vtt

3.5 KB

02. Jupyter-qiYDWFLyXvg.en.vtt

2.8 KB

02. Jupyter-qiYDWFLyXvg.mp4

7.5 MB

02. Jupyter-qiYDWFLyXvg.pt-BR.vtt

2.5 KB

02. Jupyter-qiYDWFLyXvg.zh-CN.vtt

2.7 KB

02. What are Jupyter notebooks.html

12.6 KB

03. Installing Jupyter Notebook.html

5.9 KB

04. Launching the notebook server.html

10.9 KB

05. Notebook interface.html

9.6 KB

06. Code cells.html

6.2 KB

07. Markdown cells.html

9.7 KB

08. Keyboard shortcuts.html

6.1 KB

09. Magic keywords.html

10.1 KB

10. Converting notebooks.html

7.2 KB

11. Creating a slideshow.html

8.1 KB

12. Finishing up.html

5.9 KB

index.html

4.4 KB

/.../Part 01-Module 01-Lesson 03_Jupyter Notebooks/img/

conda-environments.png

41.1 KB

conda-tab.png

112.6 KB

magic-matplotlib.png

92.9 KB

magic-pdb.png

70.3 KB

magic-timeit.png

161.1 KB

magic-timeit2.png

57.5 KB

nbconvert-example.png

75.1 KB

new-notebook.png

104.2 KB

notebook-components.png

31.0 KB

notebook-download.png

81.5 KB

notebook-json.png

97.6 KB

notebook-server.png

105.8 KB

notebook-shutdown.png

63.8 KB

screen-shot-2018-03-19-at-2.49.57-pm.png

453.1 KB

server-shutdown.png

159.2 KB

slides-cell-toolbar-menu.png

62.8 KB

slides-choose-slide-type.png

54.6 KB

/.../Part 01-Module 01-Lesson 03_Jupyter Notebooks/media/

command+palette.mp4

173.2 KB

Markdown+cells.mp4

338.3 KB

notebook+interface.mp4

220.6 KB

/.../Part 01-Module 01-Lesson 04_Applying Deep Learning/

01. Introduction.html

5.5 KB

02. Style Transfer.html

12.4 KB

03. DeepTraffic.html

6.5 KB

03. Traffic Navigation with Deep Reinforcement Learning-az5ElmV4DhY.en-US.vtt

7.9 KB

03. Traffic Navigation with Deep Reinforcement Learning-az5ElmV4DhY.en.vtt

7.5 KB

03. Traffic Navigation with Deep Reinforcement Learning-az5ElmV4DhY.mp4

40.0 MB

03. Traffic Navigation with Deep Reinforcement Learning-az5ElmV4DhY.pt-BR.vtt

7.8 KB

03. Traffic Navigation with Deep Reinforcement Learning-az5ElmV4DhY.zh-CN.vtt

7.6 KB

04. Flappy Bird.html

6.9 KB

05. Books to Read.html

6.0 KB

index.html

3.8 KB

/.../Part 01-Module 01-Lesson 04_Applying Deep Learning/img/

chi-waves.png

843.4 KB

flappy-bird.jpg

78.1 KB

grokking-deep-learning.jpg

71.2 KB

mat-headshot.png

184.3 KB

/.../Part 01-Module 02-Lesson 01_Regression/

01. Welcome to Week One-10M2DnJuziE.en-US.vtt

0.8 KB

01. Welcome to Week One-10M2DnJuziE.mp4

4.4 MB

01. Welcome to Week One-10M2DnJuziE.pt-BR.vtt

0.7 KB

01. Welcome to Week One-10M2DnJuziE.zh-CN.vtt

0.7 KB

01. Welcome to Week One.html

5.5 KB

02. Preparing for Siraj's video.html

6.4 KB

03. Siraj's Intro to Deep Learning - How to Make a Prediction-QN1ZwKszguE.en.vtt

16.0 KB

03. Siraj's Intro to Deep Learning - How to Make a Prediction-QN1ZwKszguE.mp4

66.5 MB

03. Siraj's Intro to Deep Learning - How to Make a Prediction-QN1ZwKszguE.pt.vtt

13.8 KB

03. Siraj's Intro to Deep Learning.html

5.8 KB

04. Linear Regression.html

16.0 KB

05. Linear Regression Warnings.html

7.3 KB

06. Multiple Linear Regression.html

12.3 KB

07. Siraj's Live Session.html

6.2 KB

index.html

4.1 KB

/.../Part 01-Module 02-Lesson 01_Regression/img/

just-a-2d-reg.png

70.1 KB

just-a-simple-lin-reg.png

26.6 KB

lin-reg-no-outliers.png

29.3 KB

lin-reg-w-outliers.png

28.2 KB

quadraticlinearregression.png

24.1 KB

/.../Part 01-Module 03-Lesson 01_Matrix Math and NumPy Refresher/

01. Introduction.html

6.1 KB

02. Data Dimensions.html

5.9 KB

02. Data Has Dimensions-F4NSv776X0c.en.vtt

8.9 KB

02. Data Has Dimensions-F4NSv776X0c.mp4

11.1 MB

02. Data Has Dimensions-F4NSv776X0c.pt-BR.vtt

9.0 KB

02. Data Has Dimensions-F4NSv776X0c.zh-CN.vtt

7.8 KB

03. Data in NumPy.html

13.7 KB

04. Element-wise Matrix Operations-vjUykZyzko4.en.vtt

4.3 KB

04. Element-wise Matrix Operations-vjUykZyzko4.mp4

4.2 MB

04. Element-wise Matrix Operations-vjUykZyzko4.pt-BR.vtt

4.4 KB

04. Element-wise Matrix Operations-vjUykZyzko4.zh-CN.vtt

4.1 KB

04. Element-wise Matrix Operations.html

6.0 KB

05. Element-wise Operations in NumPy.html

9.4 KB

06. Matrix Multiplication Part 1-JRoCFQRP4B0.en.vtt

8.1 KB

06. Matrix Multiplication Part 1-JRoCFQRP4B0.mp4

6.2 MB

06. Matrix Multiplication Part 1-JRoCFQRP4B0.pt-BR.vtt

8.1 KB

06. Matrix Multiplication Part 1-JRoCFQRP4B0.zh-CN.vtt

7.9 KB

06. Matrix Multiplication Part 1.html

6.2 KB

07. Matrix Multiplication Part 2-8jtk8BzBdj8.en.vtt

10.1 KB

07. Matrix Multiplication Part 2-8jtk8BzBdj8.mp4

7.7 MB

07. Matrix Multiplication Part 2-8jtk8BzBdj8.pt-BR.vtt

9.5 KB

07. Matrix Multiplication Part 2-8jtk8BzBdj8.zh-CN.vtt

8.8 KB

07. Matrix Multiplication Part 2.html

7.2 KB

08. NumPy Matrix Multiplication.html

8.9 KB

09. Matrix Transposes-NVK5xCY3CZE.en-US.vtt

12.1 KB

09. Matrix Transposes-NVK5xCY3CZE.mp4

9.5 MB

09. Matrix Transposes-NVK5xCY3CZE.pt-BR.vtt

11.4 KB

09. Matrix Transposes-NVK5xCY3CZE.zh-CN.vtt

10.6 KB

09. Matrix Transposes.html

5.9 KB

10. Transposes in NumPy.html

9.4 KB

11. NumPy Quiz.html

10.7 KB

index.html

4.4 KB

/.../Part 01-Module 03-Lesson 01_Matrix Math and NumPy Refresher/img/

input-times-weights.png

53.1 KB

/.../Part 01-Module 03-Lesson 02_Intro to Neural Networks/

01. Introducing Luis-nto-stLuN6M.en-US.vtt

0.6 KB

01. Introducing Luis-nto-stLuN6M.mp4

3.8 MB

01. Introducing Luis-nto-stLuN6M.pt-BR.vtt

0.6 KB

01. Introducing Luis-nto-stLuN6M.zh-CN.vtt

0.5 KB

01. Introducing Luis.html

6.5 KB

02. Logistic Regression - Question-kSs6O3R7JUI.en-US.vtt

2.3 KB

02. Logistic Regression - Question-kSs6O3R7JUI.mp4

3.6 MB

02. Logistic Regression - Question-kSs6O3R7JUI.pt-BR.vtt

2.1 KB

02. Logistic Regression - Question-kSs6O3R7JUI.zh-CN.vtt

1.9 KB

02. Logistic Regression Quiz.html

7.5 KB

03. Logistic Regression - Solution-1iNylA3fJDs.en-US.vtt

6.1 KB

03. Logistic Regression - Solution-1iNylA3fJDs.mp4

7.7 MB

03. Logistic Regression - Solution-1iNylA3fJDs.pt-BR.vtt

6.1 KB

03. Logistic Regression - Solution-1iNylA3fJDs.zh-CN.vtt

5.3 KB

03. Logistic Regression Answer.html

6.6 KB

04. Neural Networks-Mqogpnp1lrU.en.vtt

10.4 KB

04. Neural Networks-Mqogpnp1lrU.mp4

15.6 MB

04. Neural Networks-Mqogpnp1lrU.pt-BR.vtt

10.0 KB

04. Neural Networks-Mqogpnp1lrU.zh-CN.vtt

9.3 KB

04. Neural Networks.html

6.5 KB

05. Perceptron.html

22.1 KB

06. AND Perceptron Quiz.html

10.4 KB

07. OR NOT Perceptron Quiz.html

10.9 KB

08. XOR Perceptron Quiz.html

10.2 KB

09. The Simplest Neural Network.html

13.7 KB

10. Gradient Descent-29PmNG7fuuM.en.vtt

1.6 KB

10. Gradient Descent-29PmNG7fuuM.mp4

2.6 MB

10. Gradient Descent-29PmNG7fuuM.pt-BR.vtt

1.6 KB

10. Gradient Descent-29PmNG7fuuM.zh-CN.vtt

1.4 KB

10. Gradient Descent.html

13.8 KB

11. Gradient Descent The Math.html

6.9 KB

11. Gradient Descent-Math-7sxA5Ap8AWM.en.vtt

11.1 KB

11. Gradient Descent-Math-7sxA5Ap8AWM.mp4

11.8 MB

11. Gradient Descent-Math-7sxA5Ap8AWM.pt-BR.vtt

11.1 KB

11. Gradient Descent-Math-7sxA5Ap8AWM.zh-CN.vtt

9.7 KB

12. Gradient Descent The Code.html

11.8 KB

13. Implementing Gradient Descent.html

28.1 KB

14. Multilayer perceptrons-Rs9petvTBLk.en-US.vtt

1.7 KB

14. Multilayer perceptrons-Rs9petvTBLk.mp4

3.0 MB

14. Multilayer perceptrons-Rs9petvTBLk.pt-BR.vtt

1.7 KB

14. Multilayer perceptrons-Rs9petvTBLk.zh-CN.vtt

1.4 KB

14. Multilayer Perceptrons.html

22.3 KB

15. Backpropagation-MZL97-2joxQ.en-US.vtt

2.5 KB

15. Backpropagation-MZL97-2joxQ.mp4

3.6 MB

15. Backpropagation-MZL97-2joxQ.pt-BR.vtt

2.5 KB

15. Backpropagation-MZL97-2joxQ.zh-CN.vtt

2.2 KB

15. Backpropagation.html

20.7 KB

16. Implementing Backpropagation.html

22.8 KB

17. Further Reading.html

6.7 KB

index.html

4.9 KB

/.../Part 01-Module 03-Lesson 02_Intro to Neural Networks/img/

a-b-c-fill-nn.png

312.8 KB

admissions-data.png

121.2 KB

and-table.png

70.8 KB

backprop-error.gif

3.0 KB

backprop-general.gif

2.3 KB

backprop-network.png

13.4 KB

backprop-weight-update.gif

1.7 KB

codecogseqn-2.png

2.3 KB

derivative-example.png

56.4 KB

example-after-bias.png

67.3 KB

example-before-bias.png

37.8 KB

example-data.png

94.3 KB

gradient-descent.png

73.7 KB

heaviside-step-function-2.gif

3.4 KB

heaviside-step-graph-2.png

26.9 KB

hidden-errors.gif

2.9 KB

hidden-layer-weights.gif

1.8 KB

hq-new-and-or-percep-fixed.png

94.8 KB

hq-new-plot-perceptron-combine-v2.png

205.7 KB

hq-new-plot-perceptron-combine.png

230.3 KB

hq-new-xor-table.png

39.5 KB

hq-perceptron.png

118.7 KB

input-times-weights.png

53.1 KB

inputs-matrix.png

5.7 KB

legend.png

104.5 KB

local-minima.png

39.0 KB

logistic-regression-quiz.png

1.0 MB

mat-headshot.png

184.3 KB

matrix-mult-3.png

80.9 KB

mse.png

3.3 KB

multilayer-diagram-weights.png

49.7 KB

network-with-labeled-nodes.png

53.2 KB

network-with-labeled-weights.png

60.9 KB

perceptron-equation-2.gif

6.2 KB

perceptron-formula.gif

5.9 KB

perceptron-graphics.001.jpeg

238.2 KB

sigmoid.png

28.4 KB

simple-neuron.png

50.3 KB

weight-label-reference.gif

2.9 KB

/.../Part 01-Module 03-Lesson 03_Your first neural network/

01. Introduction to the Project-dOwEDeJp8yw.en.vtt

2.4 KB

01. Introduction to the Project-dOwEDeJp8yw.mp4

6.5 MB

01. Introduction to the Project-dOwEDeJp8yw.pt-BR.vtt

2.1 KB

01. Introduction to the Project-dOwEDeJp8yw.zh-CN.vtt

2.4 KB

01. Introduction to the Project.html

5.2 KB

index.html

3.8 KB

Project Description - Your first neural network.html

10.0 KB

Project Rubric - Your first neural network.html

8.7 KB

/.../Part 01-Module 03-Lesson 03_Your first neural network/media/

Screen+Shot+2017-01-27+at+11.38.54+AM.png

56.4 KB

/.../Part 02-Module 01-Lesson 01_Model Evaluation and Validation/

01. Introduction.html

6.2 KB

02. Testing-gmxGRJSKEb0.en-US.vtt

7.8 KB

02. Testing-gmxGRJSKEb0.mp4

5.9 MB

02. Testing-gmxGRJSKEb0.pt-BR.vtt

7.5 KB

02. Testing-gmxGRJSKEb0.zh-CN.vtt

6.9 KB

02. Testing.html

5.4 KB

03. Confusion Matrix-Question-9GLNjmMUB_4.en-US.vtt

5.6 KB

03. Confusion Matrix-Question-9GLNjmMUB_4.en.vtt

5.8 KB

03. Confusion Matrix-Question-9GLNjmMUB_4.mp4

5.3 MB

03. Confusion Matrix-Question-9GLNjmMUB_4.pt-BR.vtt

4.9 KB

03. Confusion Matrix-Question-9GLNjmMUB_4.zh-CN.vtt

5.1 KB

03. Confusion Matrix.html

6.9 KB

04. Accuracy Question-AmFoZTf-Hb0.en.vtt

1.7 KB

04. Accuracy Question-AmFoZTf-Hb0.mp4

1.7 MB

04. Accuracy.html

6.1 KB

05. Regression Metrics.html

5.5 KB

05. Regression-Metrics-906P4BPnl9A.en-US.vtt

4.3 KB

05. Regression-Metrics-906P4BPnl9A.mp4

3.5 MB

05. Regression-Metrics-906P4BPnl9A.pt-BR.vtt

4.0 KB

05. Regression-Metrics-906P4BPnl9A.zh-CN.vtt

3.7 KB

06. 04 L Types Of Errors-Twf1qnPZeSY.en-US.vtt

7.1 KB

06. 04 L Types Of Errors-Twf1qnPZeSY.mp4

6.9 MB

06. 04 L Types Of Errors-Twf1qnPZeSY.pt-BR.vtt

6.4 KB

06. 04 L Types Of Errors-Twf1qnPZeSY.zh-CN.vtt

6.2 KB

06. Types of Errors.html

5.5 KB

07. Model Complexity Graph-Question-YS5OQCA5cLY.en-US.vtt

3.4 KB

07. Model Complexity Graph-Question-YS5OQCA5cLY.mp4

5.7 MB

07. Model Complexity Graph-Question-YS5OQCA5cLY.pt-BR.vtt

3.2 KB

07. Model Complexity Graph-Question-YS5OQCA5cLY.zh-CN.vtt

3.1 KB

07. Model Complexity Graph.html

7.3 KB

07. Model-Complexity-Graph Solution 2-5pWHGkNyRhA.en-US.vtt

6.3 KB

07. Model-Complexity-Graph Solution 2-5pWHGkNyRhA.mp4

9.7 MB

07. Model-Complexity-Graph Solution 2-5pWHGkNyRhA.pt-BR.vtt

5.9 KB

07. Model-Complexity-Graph Solution 2-5pWHGkNyRhA.zh-CN.vtt

5.4 KB

08. K Fold Cross Validation-dRtgSJgSt_I.en-US.vtt

2.0 KB

08. K Fold Cross Validation-dRtgSJgSt_I.mp4

2.9 MB

08. K Fold Cross Validation-dRtgSJgSt_I.pt-BR.vtt

2.0 KB

08. K Fold Cross Validation-dRtgSJgSt_I.zh-CN.vtt

1.9 KB

08. K-Fold Cross Validation.html

5.5 KB

index.html

4.1 KB

/.../Part 02-Module 01-Lesson 01_Model Evaluation and Validation/img/

accuracy.png

183.6 KB

complexity.png

97.9 KB

confusion.png

193.4 KB

meme.png

214.1 KB

/.../Part 02-Module 02-Lesson 01_Sentiment Analysis with Andrew Trask/

01. Introducing Andrew Trask-U3PqQF-8qyI.en.vtt

1.3 KB

01. Introducing Andrew Trask-U3PqQF-8qyI.mp4

11.3 MB

01. Introducing Andrew Trask-U3PqQF-8qyI.pt-BR.vtt

1.5 KB

01. Introducing Andrew Trask-U3PqQF-8qyI.zh-CN.vtt

1.2 KB

01. Introducing Andrew Trask.html

7.4 KB

02. Andrew Trask - Intro-da1I0mea1jQ.en-US.vtt

5.6 KB

02. Andrew Trask - Intro-da1I0mea1jQ.mp4

24.9 MB

02. Andrew Trask - Intro-da1I0mea1jQ.pt-BR.vtt

3.8 KB

02. Andrew Trask - Intro-da1I0mea1jQ.zh-CN.vtt

5.1 KB

02. Meet Andrew.html

7.4 KB

03. Materials.html

9.1 KB

04. Framing the Problem-IsTOnkAKaJw.en.vtt

9.0 KB

04. Framing the Problem-IsTOnkAKaJw.mp4

18.5 MB

04. Framing the Problem-IsTOnkAKaJw.pt-BR.vtt

8.0 KB

04. Framing the Problem-IsTOnkAKaJw.zh-CN.vtt

8.5 KB

04. Framing the Problem.html

7.1 KB

05. Mini Project 1.html

7.7 KB

06. Mini Project 1 Solution-l4r5l0HvHRI.en.vtt

9.0 KB

06. Mini Project 1 Solution-l4r5l0HvHRI.mp4

26.0 MB

06. Mini Project 1 Solution-l4r5l0HvHRI.pt-BR.vtt

7.8 KB

06. Mini Project 1 Solution-l4r5l0HvHRI.zh-CN.vtt

9.1 KB

06. Mini Project 1 Solution.html

7.4 KB

07. Transforming Text into Numbers-7rHBU5cbePE.en.vtt

5.2 KB

07. Transforming Text into Numbers-7rHBU5cbePE.mp4

7.0 MB

07. Transforming Text into Numbers-7rHBU5cbePE.pt-BR.vtt

4.3 KB

07. Transforming Text into Numbers-7rHBU5cbePE.zh-CN.vtt

4.4 KB

07. Transforming Text into Numbers.html

7.2 KB

08. Mini Project 2.html

9.6 KB

09. Mini Project 2 Solution-45ihpPaeO8E.en.vtt

5.2 KB

09. Mini Project 2 Solution-45ihpPaeO8E.mp4

9.7 MB

09. Mini Project 2 Solution-45ihpPaeO8E.pt-BR.vtt

4.0 KB

09. Mini Project 2 Solution-45ihpPaeO8E.zh-CN.vtt

4.7 KB

09. Mini Project 2 Solution.html

7.4 KB

10. Building a Neural Network-aM2k7RTjjJI.en.vtt

3.4 KB

10. Building a Neural Network-aM2k7RTjjJI.mp4

10.7 MB

10. Building a Neural Network-aM2k7RTjjJI.pt-BR.vtt

2.9 KB

10. Building a Neural Network-aM2k7RTjjJI.zh-CN.vtt

3.0 KB

10. Building a Neural Network.html

7.1 KB

11. Mini Project 3.html

8.7 KB

12. Mini Project 3 Solution-imnxzCev4SI.en.vtt

18.9 KB

12. Mini Project 3 Solution-imnxzCev4SI.mp4

57.2 MB

12. Mini Project 3 Solution-imnxzCev4SI.pt-BR.vtt

16.2 KB

12. Mini Project 3 Solution-imnxzCev4SI.zh-CN.vtt

16.2 KB

12. Mini Project 3 Solution.html

7.4 KB

13. Understanding Neural Noise-ubqhh4Iv7O4.en.vtt

16.0 KB

13. Understanding Neural Noise-ubqhh4Iv7O4.mp4

52.7 MB

13. Understanding Neural Noise-ubqhh4Iv7O4.pt-BR.vtt

14.0 KB

13. Understanding Neural Noise-ubqhh4Iv7O4.zh-CN.vtt

13.8 KB

13. Understanding Neural Noise.html

7.1 KB

14. Mini Project 4.html

7.7 KB

15. Understanding Inefficiencies in our Network-4MuS-6ATxCU.en.vtt

9.5 KB

15. Understanding Inefficiencies in our Network-4MuS-6ATxCU.mp4

21.7 MB

15. Understanding Inefficiencies in our Network-4MuS-6ATxCU.pt-BR.vtt

8.0 KB

15. Understanding Inefficiencies in our Network-4MuS-6ATxCU.zh-CN.vtt

8.4 KB

15. Understanding Inefficiencies in our Network.html

7.3 KB

16. Mini Project 5.html

8.6 KB

17. Mini Project 5 Solution-Hv86B_jjWTI.en.vtt

9.8 KB

17. Mini Project 5 Solution-Hv86B_jjWTI.mp4

30.3 MB

17. Mini Project 5 Solution-Hv86B_jjWTI.pt-BR.vtt

8.5 KB

17. Mini Project 5 Solution-Hv86B_jjWTI.zh-CN.vtt

8.4 KB

17. Mini Project 5 Solution.html

7.4 KB

18. Further Noise Reduction-Kl3hWxizKVg.en.vtt

11.2 KB

18. Further Noise Reduction-Kl3hWxizKVg.mp4

23.4 MB

18. Further Noise Reduction-Kl3hWxizKVg.pt-BR.vtt

10.4 KB

18. Further Noise Reduction-Kl3hWxizKVg.zh-CN.vtt

10.2 KB

18. Further Noise Reduction.html

7.1 KB

19. Mini Project 6.html

8.7 KB

20. Mini Project 6 Solution-ji0famK7gOQ.en.vtt

14.3 KB

20. Mini Project 6 Solution-ji0famK7gOQ.mp4

41.0 MB

20. Mini Project 6 Solution-ji0famK7gOQ.pt-BR.vtt

12.5 KB

20. Mini Project 6 Solution-ji0famK7gOQ.zh-CN.vtt

12.4 KB

20. Mini Project 6 Solution.html

7.5 KB

21. Analysis What's Going on in the Weights-UHsT35pbpcE.en.vtt

14.0 KB

21. Analysis What's Going on in the Weights-UHsT35pbpcE.mp4

35.3 MB

21. Analysis What's Going on in the Weights-UHsT35pbpcE.pt-BR.vtt

12.9 KB

21. Analysis What's Going on in the Weights-UHsT35pbpcE.zh-CN.vtt

12.4 KB

21. Analysis What's Going on in the Weights.html

7.5 KB

22. Andrew Trask - Outro-nIF0GLOQglQ.en-US.vtt

2.8 KB

22. Andrew Trask - Outro-nIF0GLOQglQ.mp4

12.4 MB

22. Andrew Trask - Outro-nIF0GLOQglQ.pt-BR.vtt

2.2 KB

22. Andrew Trask - Outro-nIF0GLOQglQ.zh-CN.vtt

2.5 KB

22. Conclusion.html

7.1 KB

index.html

5.4 KB

/.../Part 02-Module 02-Lesson 02_Intro to TFLearn/

01. Welcome to this lesson!.html

6.4 KB

02. ReLU and Softmax Activation Functions.html

14.6 KB

03. Categorical Cross-Entropy.html

8.8 KB

04. Sentiment Analysis with TFLearn.html

9.1 KB

04. TFLearn-YF7S6hi4bnc.en-US.vtt

8.1 KB

04. TFLearn-YF7S6hi4bnc.mp4

12.3 MB

04. TFLearn-YF7S6hi4bnc.zh-CN.vtt

7.4 KB

05. Sentiment Analysis Solution SC-s7FKYC5Zcm8.en.vtt

6.4 KB

05. Sentiment Analysis Solution SC-s7FKYC5Zcm8.mp4

18.4 MB

05. Sentiment Analysis Solution SC-s7FKYC5Zcm8.pt-BR.vtt

6.7 KB

05. Sentiment Analysis Solution SC-s7FKYC5Zcm8.zh-CN.vtt

5.8 KB

05. Sentiment Analysis Solution.html

6.5 KB

06. Handwritten Digit Recognition.html

9.6 KB

07. Handwritten Digit Recognition Solution.html

6.9 KB

index.html

4.2 KB

/.../Part 02-Module 02-Lesson 02_Intro to TFLearn/img/

cezanne-c-600x600.jpg

191.0 KB

cross-entropy-diagram.png

64.2 KB

mat-headshot.png

184.3 KB

mnist-matrix.png

17.8 KB

relu.png

33.9 KB

screen-shot-2017-02-02-at-10.00.16-pm.png

41.6 KB

sigmoids.png

59.6 KB

softmax-input-output.png

53.7 KB

softmax-math.png

4.4 KB

softmax.png

27.7 KB

z93yz2vrgdaacqjowbaabie8yaaackcwmaaadshdeaaabpwhgaaia0yqwaaecamayaacbngamaajamjaeaaegtxgaaakqjywaaan

6.6 KB

/.../Part 02-Module 02-Lesson 03_Preparing for Siraj's Lesson/

01. Introduction.html

5.4 KB

02. Bag of Words.html

8.0 KB

03. Converting Documents to Vectors.html

8.2 KB

04. Word2vec.html

9.2 KB

05. RNNs and LSTMs.html

6.2 KB

index.html

3.9 KB

/.../Part 02-Module 02-Lesson 03_Preparing for Siraj's Lesson/img/

ascii-alphabet.png

17.2 KB

cat-vec.gif

1.6 KB

encoding.png

7.4 KB

mat-headshot.png

184.3 KB

old-vec.gif

1.8 KB

vect-add-sub.png

55.9 KB

vector-dog-cat.png

109.1 KB

/.../Part 02-Module 03-Lesson 01_MiniFlow/

01. Miniflow Introduction-Nqp_UifEwt0.en-US.vtt

1.2 KB

01. Miniflow Introduction-Nqp_UifEwt0.mp4

8.4 MB

01. Miniflow Introduction-Nqp_UifEwt0.pt-BR.vtt

1.3 KB

01. Miniflow Introduction-Nqp_UifEwt0.zh-CN.vtt

1.1 KB

01. Welcome to MiniFlow.html

6.2 KB

02. Graphs.html

10.3 KB

03. MiniFlow Architecture.html

10.5 KB

04. Forward Propagation.html

15.3 KB

05. Forward Propagation Solution.html

13.5 KB

06. Learning and Loss.html

13.6 KB

07. Linear Transform.html

19.9 KB

07. Pixels are Features!-qE5YYXtPq9U.en-US.vtt

0.1 KB

07. Pixels are Features!-qE5YYXtPq9U.mp4

1.1 MB

07. Pixels are Features!-qE5YYXtPq9U.pt-BR.vtt

0.1 KB

08. Sigmoid Function.html

17.7 KB

09. Cost.html

18.2 KB

10. Cost Solution.html

7.4 KB

11. Gradient Descent.html

12.1 KB

12. Backpropagation.html

37.0 KB

13. Stochastic Gradient Descent.html

24.6 KB

14. SGD Solution.html

20.0 KB

15. Outro.html

6.3 KB

index.html

4.6 KB

/.../Part 02-Module 03-Lesson 01_MiniFlow/img/

12.png

1.7 KB

19.png

3.4 KB

21.png

2.2 KB

addition-graph.png

70.6 KB

b-1byk.png

2.1 KB

boston-back-bay-reflection.jpg

325.5 KB

cost.png

3.5 KB

dcdl2-grad-fixed.gif

8.0 KB

dcdl2.png

1.2 KB

dcdw1-chain.png

4.0 KB

dcdw1-grad-fixed.gif

6.2 KB

dcdw2-chain.png

2.7 KB

dcdw2-grad-fixed.gif

4.0 KB

dcdw2.png

1.3 KB

dl1dw1-grad.png

3.6 KB

dl2ds-grad.png

3.3 KB

dl2dw2-grad.png

3.8 KB

dsdl1.png

5.5 KB

example-neural-network.png

167.0 KB

gradient-descent-convergence.gif

27.0 KB

gradient-descent-divergence.gif

26.2 KB

l2.png

1.4 KB

neuron-output.png

2.2 KB

neuron.png

44.0 KB

neww-nk-fixed.gif

11.8 KB

neww.png

2.6 KB

newx-1n.png

2.3 KB

newx.png

1.2 KB

pasted-image-at-2016-10-25-01-17-pm.png

64.3 KB

save-2.png

10.9 KB

screen-shot-2016-10-21-at-15.43.05.png

493.1 KB

screen-shot-2016-10-26-at-19.28.34.png

304.9 KB

tensorflow-825x510.png

25.1 KB

topological-sort.001.jpeg

109.8 KB

two-layer-graph.png

43.8 KB

w1-backprop-graph.png

58.7 KB

w2-backprop-graph.png

51.3 KB

x-mn.png

9.2 KB

z.png

1.5 KB

/.../Part 02-Module 03-Lesson 01_MiniFlow/media/

input-to-output-2.mp4

176.2 KB

/.../Part 02-Module 04-Lesson 01_Cloud Computing/

01. Overview.html

6.6 KB

02. Create an AWS Account.html

6.0 KB

03. Get Access to GPU Instances.html

8.8 KB

04. Apply Credits.html

6.8 KB

05. Launch an Instance.html

12.8 KB

06. Login to the Instance.html

9.7 KB

07. More Resources.html

5.5 KB

index.html

4.0 KB

/.../Part 02-Module 04-Lesson 01_Cloud Computing/img/

amazonwebservices-logo.svg.png

109.7 KB

aws-add-sec-group.png

42.7 KB

aws-create-account.png

13.8 KB

edit-security-group.png

13.1 KB

launch-instance.png

23.1 KB

launch.png

9.1 KB

p2-limit-increase.png

192.7 KB

p2xlarge-limit-request.png

132.8 KB

review-and-launch.png

16.1 KB

screen-shot-2017-06-13-at-12.58.03-pm.png

201.0 KB

screen-shot-2017-11-26-at-9.38.24-am.png

451.5 KB

screen-shot-2017-11-26-at-9.55.20-am.png

424.2 KB

screen-shot-2017-11-26-at-10.30.15-am.png

148.6 KB

screen-shot-2018-01-08-at-5.37.22-am.png

34.0 KB

screen-shot-2018-01-08-at-5.38.03-am.png

282.8 KB

screen-shot-2018-07-19-at-5.39.37-pm.png

134.2 KB

stop.png

48.7 KB

/.../Part 02-Module 04-Lesson 02_Intro to TensorFlow/

01. Intro to Vincent .html

7.8 KB

01. Intro to Vincent-0_M6a04ofz8.en.vtt

0.8 KB

01. Intro to Vincent-0_M6a04ofz8.mp4

3.2 MB

01. Intro to Vincent-0_M6a04ofz8.pt-BR.vtt

0.8 KB

01. Intro to Vincent-0_M6a04ofz8.zh-CN.vtt

0.8 KB

02. What is Deep Learning .html

7.9 KB

02. What Is Deep Learning-INt1nULYPak.en.vtt

1.6 KB

02. What Is Deep Learning-INt1nULYPak.mp4

6.1 MB

02. What Is Deep Learning-INt1nULYPak.pt-BR.vtt

1.4 KB

02. What Is Deep Learning-INt1nULYPak.zh-CN.vtt

1.5 KB

03. Solving Problems - Big and Small .html

7.9 KB

03. Solving Problems - Big And Small-WHcRQMGSbqg.en.vtt

2.5 KB

03. Solving Problems - Big And Small-WHcRQMGSbqg.mp4

9.6 MB

03. Solving Problems - Big And Small-WHcRQMGSbqg.pt-BR.vtt

2.4 KB

03. Solving Problems - Big And Small-WHcRQMGSbqg.zh-CN.vtt

2.3 KB

04. Let's Get Started .html

7.9 KB

04. Let'S Get Started-ySIDqaXLhHw.en.vtt

1.3 KB

04. Let'S Get Started-ySIDqaXLhHw.mp4

1.5 MB

04. Let'S Get Started-ySIDqaXLhHw.pt-BR.vtt

1.4 KB

04. Let'S Get Started-ySIDqaXLhHw.zh-CN.vtt

1.2 KB

05. Installing TensorFlow.html

10.3 KB

06. Hello, Tensor World!.html

10.5 KB

07. Transition to Classification.html

9.1 KB

08. Supervised Classification-XTGsutypAPE.en.vtt

1.1 KB

08. Supervised Classification-XTGsutypAPE.mp4

1.4 MB

08. Supervised Classification-XTGsutypAPE.pt-BR.vtt

1.2 KB

08. Supervised Classification-XTGsutypAPE.zh-CN.vtt

1.0 KB

08. Supervised Classification.html

7.9 KB

09. Training Your Logistic Classifier .html

8.0 KB

09. Training Your Logistic Classifier-WQsdr1EJgz8.en.vtt

2.5 KB

09. Training Your Logistic Classifier-WQsdr1EJgz8.mp4

2.9 MB

09. Training Your Logistic Classifier-WQsdr1EJgz8.pt-BR.vtt

2.5 KB

09. Training Your Logistic Classifier-WQsdr1EJgz8.zh-CN.vtt

2.2 KB

10. Quiz TensorFlow Linear Function.html

23.7 KB

11. ReLU and Softmax Activation Functions.html

16.9 KB

12. Quiz TensorFlow Softmax.html

10.7 KB

13. 13 L One Hot Encoding-phYsxqlilUk.en.vtt

0.7 KB

13. 13 L One Hot Encoding-phYsxqlilUk.mp4

750.0 KB

13. 13 L One Hot Encoding-phYsxqlilUk.pt-BR.vtt

0.7 KB

13. 13 L One Hot Encoding-phYsxqlilUk.zh-CN.vtt

0.6 KB

13. One-Hot Encoding.html

9.0 KB

14. Categorical Cross-Entropy.html

11.1 KB

15. Quiz TensorFlow Cross Entropy.html

11.1 KB

16. 16 L Minimizing Cross-Entropy-YrDMXFhvh9E.en-US.vtt

3.1 KB

16. 16 L Minimizing Cross-Entropy-YrDMXFhvh9E.mp4

3.2 MB

16. 16 L Minimizing Cross-Entropy-YrDMXFhvh9E.pt-BR.vtt

3.1 KB

16. 16 L Minimizing Cross-Entropy-YrDMXFhvh9E.zh-CN.vtt

3.0 KB

16. Minimizing Cross Entropy.html

7.9 KB

17. 17 L Transition Into Practical Aspects Of Learning-bKqkRFOOKoA.en-US.vtt

0.8 KB

17. 17 L Transition Into Practical Aspects Of Learning-bKqkRFOOKoA.mp4

3.8 MB

17. 17 L Transition Into Practical Aspects Of Learning-bKqkRFOOKoA.pt-BR.vtt

0.7 KB

17. 17 L Transition Into Practical Aspects Of Learning-bKqkRFOOKoA.zh-CN.vtt

0.7 KB

17. Practical Aspects of Learning.html

8.0 KB

18. Numerical Stability-_SbGcOS-jcQ.en-US.vtt

0.8 KB

18. Numerical Stability-_SbGcOS-jcQ.mp4

647.1 KB

18. Numerical Stability-_SbGcOS-jcQ.pt-BR.vtt

0.8 KB

18. Numerical Stability-_SbGcOS-jcQ.zh-CN.vtt

0.7 KB

18. Quiz Numerical Stability.html

8.6 KB

19. Normalized Inputs and Initial Weights .html

8.0 KB

19. Normalized Inputs And Initial Weights-WaHQ9-UXIIg.en.vtt

4.4 KB

19. Normalized Inputs And Initial Weights-WaHQ9-UXIIg.mp4

4.3 MB

19. Normalized Inputs And Initial Weights-WaHQ9-UXIIg.pt-BR.vtt

4.4 KB

19. Normalized Inputs And Initial Weights-WaHQ9-UXIIg.zh-CN.vtt

3.6 KB

20. 21 L Measuring Performance-byP0DJImOSk.en-US.vtt

5.9 KB

20. 21 L Measuring Performance-byP0DJImOSk.mp4

5.8 MB

20. 21 L Measuring Performance-byP0DJImOSk.pt-BR.vtt

6.2 KB

20. 21 L Measuring Performance-byP0DJImOSk.zh-CN.vtt

5.3 KB

20. Measuring Performance .html

7.9 KB

21. 29 L Optimizing A Logistic Classifier-U_7nO1dm2tY.en-US.vtt

0.8 KB

21. 29 L Optimizing A Logistic Classifier-U_7nO1dm2tY.mp4

3.6 MB

21. 29 L Optimizing A Logistic Classifier-U_7nO1dm2tY.pt-BR.vtt

0.8 KB

21. 29 L Optimizing A Logistic Classifier-U_7nO1dm2tY.zh-CN.vtt

0.8 KB

21. Optimizing a Logistic Classifier.html

8.0 KB

22. 30 L Stochastic Gradient Descent-U9iEGUd9kJ0.en.vtt

4.2 KB

22. 30 L Stochastic Gradient Descent-U9iEGUd9kJ0.mp4

4.1 MB

22. 30 L Stochastic Gradient Descent-U9iEGUd9kJ0.pt-BR.vtt

4.0 KB

22. 30 L Stochastic Gradient Descent-U9iEGUd9kJ0.zh-CN.vtt

4.0 KB

22. Stochastic Gradient Descent.html

7.9 KB

23. 31 L Momentum And Learning Rate Decay-O3QYdmQjXds.en.vtt

2.4 KB

23. 31 L Momentum And Learning Rate Decay-O3QYdmQjXds.mp4

2.4 MB

23. 31 L Momentum And Learning Rate Decay-O3QYdmQjXds.pt-BR.vtt

2.5 KB

23. 31 L Momentum And Learning Rate Decay-O3QYdmQjXds.zh-CN.vtt

2.1 KB

23. Momentum and Learning Rate Decay.html

8.0 KB

24. 32 L Parameter Hyperspace!-5a3-iIhdguc.en.vtt

2.4 KB

24. 32 L Parameter Hyperspace!-5a3-iIhdguc.mp4

2.3 MB

24. 32 L Parameter Hyperspace!-5a3-iIhdguc.pt-BR.vtt

2.6 KB

24. 32 L Parameter Hyperspace!-5a3-iIhdguc.zh-CN.vtt

2.1 KB

24. Parameter Hyperspace .html

7.9 KB

25. Quiz Mini-batch.html

27.8 KB

26. Epochs.html

15.1 KB

27. Lab TensorFlow Neural Network.html

12.7 KB

index.html

6.0 KB

/.../Part 02-Module 04-Lesson 02_Intro to TensorFlow/img/

06-l-supervised-classification-391-1.jpg

28.3 KB

cross-entropy-diagram.png

64.2 KB

download-repo.png

375.4 KB

linear-equation.gif

1.3 KB

mnist-012.png

20.7 KB

notmnist.png

55.5 KB

relu.png

33.9 KB

session.png

31.6 KB

sigmoids.png

59.6 KB

softmax-input-output.png

53.7 KB

softmax-math.png

4.4 KB

softmax.png

27.7 KB

tensorflow.png

87.3 KB

weights-0-1-2.png

25.2 KB

z93yz2vrgdaacqjowbaabie8yaaackcwmaaadshdeaaabpwhgaaia0yqwaaecamayaacbngamaajamjaeaaegtxgaaakqjywaaan

6.6 KB

/.../Part 02-Module 04-Lesson 02_Intro to TensorFlow/media/

nmn.png

10.1 KB

/.../Part 02-Module 05-Lesson 01_Deep Neural Networks/

01. Intro to Deep Neural Networks.html

6.0 KB

01. Mat HS-9P7UPWFu8w8.en-US.vtt

1.6 KB

01. Mat HS-9P7UPWFu8w8.mp4

8.9 MB

01. Mat HS-9P7UPWFu8w8.zh-CN.vtt

1.4 KB

02. Two-Layer Neural Network.html

6.6 KB

03. Quiz TensorFlow ReLUs.html

9.6 KB

04. Deep Neural Network in TensorFlow.html

11.8 KB

05. Training a Deep Learning Network-CsB7yUtMJyk.en.vtt

2.1 KB

05. Training a Deep Learning Network-CsB7yUtMJyk.mp4

2.7 MB

05. Training a Deep Learning Network-CsB7yUtMJyk.pt-BR.vtt

2.1 KB

05. Training a Deep Learning Network-CsB7yUtMJyk.zh-CN.vtt

1.9 KB

05. Training a Deep Learning Network.html

6.2 KB

06. Save and Restore TensorFlow Models.html

15.0 KB

07. Finetuning.html

10.3 KB

08. Regularization Intro-pECnr-5F3_Q.en-US.vtt

1.5 KB

08. Regularization Intro-pECnr-5F3_Q.en.vtt

1.5 KB

08. Regularization Intro-pECnr-5F3_Q.ja-JP.vtt

1.9 KB

08. Regularization Intro-pECnr-5F3_Q.mp4

8.7 MB

08. Regularization Intro-pECnr-5F3_Q.pt-BR.vtt

1.3 KB

08. Regularization Intro-pECnr-5F3_Q.zh-CN.vtt

1.3 KB

08. Regularization Intro.html

6.4 KB

09. Regularization-QcJBhbuCl5g.en.vtt

1.5 KB

09. Regularization-QcJBhbuCl5g.mp4

1.6 MB

09. Regularization-QcJBhbuCl5g.pt-BR.vtt

1.5 KB

09. Regularization-QcJBhbuCl5g.zh-CN.vtt

1.3 KB

09. Regularization.html

6.1 KB

10. Regularization Quiz.html

7.1 KB

10. Regularization-Quiz-E0eEW6V0_sA.en-US.vtt

0.6 KB

10. Regularization-Quiz-E0eEW6V0_sA.mp4

612.7 KB

10. Regularization-Quiz-E0eEW6V0_sA.pt-BR.vtt

0.6 KB

10. Regularization-Quiz-E0eEW6V0_sA.zh-CN.vtt

0.6 KB

11. Dropout RENDER-6DcImJS8uV8.en-US.vtt

2.7 KB

11. Dropout RENDER-6DcImJS8uV8.mp4

2.7 MB

11. Dropout RENDER-6DcImJS8uV8.pt-BR.vtt

2.7 KB

11. Dropout RENDER-6DcImJS8uV8.zh-CN.vtt

2.4 KB

11. Dropout.html

6.1 KB

12. Dropout Pt. 2-8nG8zzJMbZw.en-US.vtt

1.3 KB

12. Dropout Pt. 2-8nG8zzJMbZw.mp4

1.3 MB

12. Dropout Pt. 2-8nG8zzJMbZw.pt-BR.vtt

1.1 KB

12. Dropout Pt. 2-8nG8zzJMbZw.zh-CN.vtt

1.1 KB

12. Dropout Pt. 2.html

6.1 KB

13. Quiz TensorFlow Dropout.html

13.9 KB

index.html

4.6 KB

/.../Part 02-Module 05-Lesson 01_Deep Neural Networks/img/

dropout-node.jpeg

64.2 KB

layers.png

293.0 KB

multi-layer.png

219.5 KB

regularization-quiz.png

431.0 KB

relu-network.png

31.8 KB

two-layer-network.png

17.6 KB

/.../Part 02-Module 05-Lesson 02_Convolutional Networks/

01. Intro to CNNs-B61jxZ4rkMs.en-US.vtt

0.3 KB

01. Intro to CNNs-B61jxZ4rkMs.en.vtt

0.3 KB

01. Intro to CNNs-B61jxZ4rkMs.ja-JP.vtt

0.5 KB

01. Intro to CNNs-B61jxZ4rkMs.mp4

1.7 MB

01. Intro to CNNs-B61jxZ4rkMs.pt-BR.vtt

0.3 KB

01. Intro to CNNs-B61jxZ4rkMs.zh-CN.vtt

0.3 KB

01. Intro To CNNs.html

8.8 KB

02. Color-Question-BdQccpMwk80.en.vtt

0.7 KB

02. Color-Question-BdQccpMwk80.mp4

839.5 KB

02. Color-Question-BdQccpMwk80.pt-BR.vtt

0.7 KB

02. Color-Question-BdQccpMwk80.zh-CN.vtt

0.6 KB

02. Color.html

9.1 KB

03. Statistical Invariance-0Hr5YwUUhr0.en.vtt

2.5 KB

03. Statistical Invariance-0Hr5YwUUhr0.mp4

2.3 MB

03. Statistical Invariance-0Hr5YwUUhr0.pt-BR.vtt

2.3 KB

03. Statistical Invariance-0Hr5YwUUhr0.zh-CN.vtt

2.2 KB

03. Statistical Invariance.html

8.6 KB

04. Convolutional Networks-ISHGyvsT0QY.en.vtt

4.5 KB

04. Convolutional Networks-ISHGyvsT0QY.mp4

8.8 MB

04. Convolutional Networks-ISHGyvsT0QY.pt-BR.vtt

4.6 KB

04. Convolutional Networks-ISHGyvsT0QY.zh-CN.vtt

3.9 KB

04. Convolutional Networks.html

8.6 KB

05. Intuition.html

14.1 KB

06. Filters.html

14.8 KB

07. Feature Map Sizes.html

11.2 KB

07. Feature-Map-Sizes-Question-lp1NrLZnCUM.en.vtt

0.6 KB

07. Feature-Map-Sizes-Question-lp1NrLZnCUM.mp4

725.9 KB

07. Feature-Map-Sizes-Question-lp1NrLZnCUM.pt-BR.vtt

0.7 KB

07. Feature-Map-Sizes-Question-lp1NrLZnCUM.zh-CN.vtt

0.6 KB

07. Feature-Map-Sizes-Solution-W4xtf8LTz1c.en.vtt

1.1 KB

07. Feature-Map-Sizes-Solution-W4xtf8LTz1c.mp4

1.2 MB

07. Feature-Map-Sizes-Solution-W4xtf8LTz1c.pt-BR.vtt

1.1 KB

07. Feature-Map-Sizes-Solution-W4xtf8LTz1c.zh-CN.vtt

1.0 KB

08. Convolutions Cont.-utOv-BKI_vo.en.vtt

1.1 KB

08. Convolutions Cont.-utOv-BKI_vo.mp4

1.7 MB

08. Convolutions Cont.-utOv-BKI_vo.pt-BR.vtt

1.0 KB

08. Convolutions Cont.-utOv-BKI_vo.zh-CN.vtt

0.9 KB

08. Convolutions continued.html

8.9 KB

09. Parameters.html

14.1 KB

10. Quiz Convolution Output Shape.html

9.7 KB

11. Solution Convolution Output Shape.html

10.2 KB

12. Quiz Number of Parameters.html

9.6 KB

13. Solution Number of Parameters.html

8.6 KB

14. Quiz Parameter Sharing.html

9.8 KB

15. Solution Parameter Sharing.html

8.7 KB

16. Visualizing CNNs.html

15.9 KB

17. TensorFlow Convolution Layer.html

10.6 KB

18. Explore the Design Space-FG7M9tWH2nQ.en.vtt

3.5 KB

18. Explore the Design Space-FG7M9tWH2nQ.mp4

5.2 MB

18. Explore the Design Space-FG7M9tWH2nQ.pt-BR.vtt

3.7 KB

18. Explore the Design Space-FG7M9tWH2nQ.zh-CN.vtt

3.0 KB

18. Explore The Design Space.html

8.6 KB

19. TensorFlow Max Pooling.html

11.0 KB

20. Quiz Pooling Intuition.html

9.2 KB

21. Solution Pooling Intuition.html

8.9 KB

22. Quiz Pooling Mechanics.html

9.8 KB

23. Solution Pooling Mechanics.html

8.9 KB

24. Quiz Pooling Practice.html

9.2 KB

25. Solution Pooling Practice.html

8.5 KB

26. Quiz Average Pooling.html

9.0 KB

27. Solution Average Pooling.html

8.5 KB

28. 1x1 Convolutions-Zmzgerm6SjA.en.vtt

1.7 KB

28. 1x1 Convolutions-Zmzgerm6SjA.mp4

3.3 MB

28. 1x1 Convolutions-Zmzgerm6SjA.pt-BR.vtt

1.9 KB

28. 1x1 Convolutions-Zmzgerm6SjA.zh-CN.vtt

1.5 KB

28. 1x1 Convolutions.html

8.6 KB

29. Inception Module-SlTm03bEOxA.en.vtt

1.6 KB

29. Inception Module-SlTm03bEOxA.mp4

2.7 MB

29. Inception Module-SlTm03bEOxA.pt-BR.vtt

1.6 KB

29. Inception Module-SlTm03bEOxA.zh-CN.vtt

1.4 KB

29. Inception Module.html

8.6 KB

30. Convolutional Network in TensorFlow.html

19.2 KB

31. TensorFlow Convolution Layer.html

12.0 KB

32. Solution TensorFlow Convolution Layer.html

9.9 KB

33. TensorFlow Pooling Layer.html

10.5 KB

34. Solution TensorFlow Pooling Layer.html

9.4 KB

35. CNNs - Additional Resources.html

9.1 KB

index.html

6.5 KB

/.../Part 02-Module 05-Lesson 02_Convolutional Networks/img/

arch.png

1.3 MB

convolution-schematic.gif

65.2 KB

convolutionalnetworksquiz.png

1.2 MB

diagonal-line-1.png

5.9 KB

diagonal-line-2.png

6.8 KB

dog-1210559-1280.jpg

228.3 KB

filter-depth.png

130.8 KB

grid-layer-1.png

36.1 KB

heirarchy-diagram.jpg

54.9 KB

layer-1-grid.png

46.8 KB

max-pooling.png

25.8 KB

maxpool.jpeg

38.0 KB

neilsen-pic.png

11.5 KB

retriever-patch-shifted.png

453.9 KB

retriever-patch.png

446.0 KB

screen-shot-2016-11-24-at-10.05.37-pm.png

13.1 KB

screen-shot-2016-11-24-at-10.05.46-pm.png

22.5 KB

screen-shot-2016-11-24-at-12.08.11-pm.png

3.0 MB

screen-shot-2016-11-24-at-12.09.02-pm.png

3.2 MB

screen-shot-2016-11-24-at-12.09.24-pm.png

3.7 MB

screen-shot-2016-11-24-at-12.49.08-pm.png

58.7 KB

screen-shot-2016-11-24-at-12.49.43-pm.png

169.6 KB

screen-shot-2016-11-24-at-12.50.54-pm.png

66.2 KB

screen-shot-2016-11-24-at-12.51.47-pm.png

24.9 KB

screen-shot-2016-11-24-at-12.51.51-pm.png

12.6 KB

teeth-whiskers-tongue.png

339.9 KB

vlcsnap-2016-11-24-15h52m47s438.png

287.0 KB

vlcsnap-2016-11-24-16h01m35s262.png

349.5 KB

/.../Part 02-Module 05-Lesson 03_Siraj's Image Classification/

01. On Keras.html

5.3 KB

02. How to Make an Image Classifier - Intro to Deep Learning #6-cAICT4Al5Ow.en.vtt

14.6 KB

02. How to Make an Image Classifier - Intro to Deep Learning #6-cAICT4Al5Ow.mp4

42.6 MB

02. How to Make an Image Classifier - Intro to Deep Learning #6-cAICT4Al5Ow.pt.vtt

15.1 KB

02. How to Make an Image Classifier - Intro to Deep Learning #6-cAICT4Al5Ow.ru.vtt

23.1 KB

02. How to Make an Image Classifier.html

7.5 KB

index.html

3.7 KB

/.../Part 02-Module 05-Lesson 03_Siraj's Image Classification/img/

mat-headshot.png

184.3 KB

/.../Part 02-Module 05-Lesson 04_Image Classification/

01. Introduction to the Project.html

5.1 KB

01. Project Intro-awEYy2Df3hg.en.vtt

2.1 KB

01. Project Intro-awEYy2Df3hg.mp4

3.0 MB

01. Project Intro-awEYy2Df3hg.pt-BR.vtt

2.1 KB

01. Project Intro-awEYy2Df3hg.zh-CN.vtt

1.9 KB

index.html

3.8 KB

Project Description - Image Classification.html

6.4 KB

Project Rubric - Image Classification.html

10.6 KB

/.../Part 03-Module 01-Lesson 01_Intro to Recurrent Neural Networks/

01. Intro To RNNs-64HSG6HAfEI.en-US.vtt

4.6 KB

01. Intro To RNNs-64HSG6HAfEI.mp4

4.2 MB

01. Intro To RNNs-64HSG6HAfEI.pt.vtt

4.5 KB

01. Intro To RNNs-64HSG6HAfEI.zh-CN.vtt

4.0 KB

01. Intro to RNNs.html

6.5 KB

02. LSTMs-RYbSHogZetc.en.vtt

7.2 KB

02. LSTMs-RYbSHogZetc.mp4

7.2 MB

02. LSTMs-RYbSHogZetc.pt.vtt

7.6 KB

02. LSTMs-RYbSHogZetc.zh-CN.vtt

6.6 KB

02. LSTMs.html

6.1 KB

03. Character-Wise RNN-dXl3eWCGLdU.en.vtt

3.4 KB

03. Character-Wise RNN-dXl3eWCGLdU.mp4

3.0 MB

03. Character-Wise RNN-dXl3eWCGLdU.pt-BR.vtt

3.7 KB

03. Character-Wise RNN-dXl3eWCGLdU.zh-CN.vtt

3.1 KB

03. Character-wise RNNs.html

6.2 KB

04. Sequence Batching.html

6.2 KB

04. Sequence-Batching-Z4OiyU0Cldg.en.vtt

2.1 KB

04. Sequence-Batching-Z4OiyU0Cldg.mp4

2.4 MB

04. Sequence-Batching-Z4OiyU0Cldg.pt-BR.vtt

2.4 KB

04. Sequence-Batching-Z4OiyU0Cldg.zh-CN.vtt

2.0 KB

05. Character-wise RNN Notebook.html

6.5 KB

06. Implementing a Character-wise RNN-KPCMn_jg2oY.en.vtt

10.2 KB

06. Implementing a Character-wise RNN-KPCMn_jg2oY.mp4

14.3 MB

06. Implementing a Character-wise RNN-KPCMn_jg2oY.pt-BR.vtt

10.9 KB

06. Implementing a Character-wise RNN-KPCMn_jg2oY.zh-CN.vtt

8.9 KB

06. Implementing a Character-wise RNN.html

6.3 KB

07. Batching Data Solution-o3nBxHJLQcc.en.vtt

4.4 KB

07. Batching Data Solution-o3nBxHJLQcc.mp4

5.3 MB

07. Batching Data Solution-o3nBxHJLQcc.pt-BR.vtt

4.4 KB

07. Batching Data Solution-o3nBxHJLQcc.zh-CN.vtt

3.8 KB

07. Batching Data Solution.html

6.3 KB

08. LSTM Cell-ajC-5uWB8S4.en.vtt

6.2 KB

08. LSTM Cell-ajC-5uWB8S4.mp4

8.2 MB

08. LSTM Cell-ajC-5uWB8S4.pt-BR.vtt

6.4 KB

08. LSTM Cell-ajC-5uWB8S4.zh-CN.vtt

5.4 KB

08. LSTM Cell.html

6.2 KB

09. LSTM Cell Solution-X4uA0dq_4jA.en.vtt

3.2 KB

09. LSTM Cell Solution-X4uA0dq_4jA.mp4

3.7 MB

09. LSTM Cell Solution-X4uA0dq_4jA.pt-BR.vtt

3.1 KB

09. LSTM Cell Solution-X4uA0dq_4jA.zh-CN.vtt

2.9 KB

09. LSTM Cell Solution.html

6.2 KB

10. RNN Output-RkanDkcrTxs.en.vtt

5.9 KB

10. RNN Output-RkanDkcrTxs.mp4

9.4 MB

10. RNN Output-RkanDkcrTxs.pt-BR.vtt

5.8 KB

10. RNN Output-RkanDkcrTxs.zh-CN.vtt

5.3 KB

10. RNN Output.html

6.2 KB

11. Network Loss-itu-uNK4brc.en.vtt

3.2 KB

11. Network Loss-itu-uNK4brc.mp4

4.5 MB

11. Network Loss-itu-uNK4brc.pt-BR.vtt

3.2 KB

11. Network Loss-itu-uNK4brc.zh-CN.vtt

2.8 KB

11. Network Loss.html

6.2 KB

12. Output And Loss Solutions-CT8hcU7FmGc.en.vtt

3.5 KB

12. Output And Loss Solutions-CT8hcU7FmGc.mp4

4.9 MB

12. Output And Loss Solutions-CT8hcU7FmGc.pt-BR.vtt

3.3 KB

12. Output And Loss Solutions-CT8hcU7FmGc.zh-CN.vtt

3.1 KB

12. Output and Loss Solutions.html

6.3 KB

13. Build The Network-RVNjDlWTBQU.en.vtt

4.2 KB

13. Build The Network-RVNjDlWTBQU.mp4

7.4 MB

13. Build The Network-RVNjDlWTBQU.pt-BR.vtt

4.1 KB

13. Build The Network-RVNjDlWTBQU.zh-CN.vtt

3.5 KB

13. Build the Network.html

6.2 KB

14. Build The Network And Results-hu8iMMqajmQ.en.vtt

8.0 KB

14. Build The Network And Results-hu8iMMqajmQ.mp4

13.9 MB

14. Build The Network And Results-hu8iMMqajmQ.pt-BR.vtt

7.8 KB

14. Build The Network And Results-hu8iMMqajmQ.zh-CN.vtt

7.0 KB

14. Build the Network Solution.html

6.3 KB

15. RNN Resources.html

6.5 KB

index.html

4.7 KB

/.../Part 03-Module 01-Lesson 02_Siraj's Stock Prediction/

01. How to Predict Stock Prices Easily - Intro to Deep Learning #7-ftMq5ps503w.en.vtt

19.3 KB

01. How to Predict Stock Prices Easily - Intro to Deep Learning #7-ftMq5ps503w.mp4

41.3 MB

01. How to Predict Stock Prices Easily.html

6.4 KB

index.html

3.6 KB

/.../Part 03-Module 01-Lesson 03_Hyperparameters/

01. Introducing Jay.html

6.0 KB

02. Introduction-erwnzFD7AeE.en.vtt

2.4 KB

02. Introduction-erwnzFD7AeE.mp4

2.3 MB

02. Introduction-erwnzFD7AeE.pt-BR.vtt

2.2 KB

02. Introduction-erwnzFD7AeE.zh-CN.vtt

2.1 KB

02. Introduction.html

5.7 KB

03. Learning Rate-HLMjeDez7ps.en.vtt

12.0 KB

03. Learning Rate-HLMjeDez7ps.mp4

10.1 MB

03. Learning Rate-HLMjeDez7ps.pt-BR.vtt

10.5 KB

03. Learning Rate-HLMjeDez7ps.zh-CN.vtt

10.4 KB

03. Learning Rate.html

6.3 KB

04. Learning Rate.html

7.5 KB

05. Minibatch Size-GrrO1NFxaW8.en.vtt

5.5 KB

05. Minibatch Size-GrrO1NFxaW8.mp4

5.0 MB

05. Minibatch Size-GrrO1NFxaW8.pt-BR.vtt

4.9 KB

05. Minibatch Size-GrrO1NFxaW8.zh-CN.vtt

4.9 KB

05. Minibatch Size.html

6.0 KB

06. Number Of Iterations-TTdHpSb4DV8.en.vtt

1.7 KB

06. Number Of Iterations-TTdHpSb4DV8.mp4

1.5 MB

06. Number Of Iterations-TTdHpSb4DV8.pt-BR.vtt

1.6 KB

06. Number Of Iterations-TTdHpSb4DV8.zh-CN.vtt

1.5 KB

06. Number of Training Iterations Epochs.html

8.5 KB

07. Number of Hidden Units Layers.html

6.6 KB

07. Number Of Hidden Units Layers-IkGAIQH5wH8.en.vtt

3.3 KB

07. Number Of Hidden Units Layers-IkGAIQH5wH8.mp4

3.6 MB

07. Number Of Hidden Units Layers-IkGAIQH5wH8.pt-BR.vtt

3.1 KB

07. Number Of Hidden Units Layers-IkGAIQH5wH8.zh-CN.vtt

2.9 KB

08. RNN Hyperparameters-yQvnv7l_aUo.en.vtt

4.0 KB

08. RNN Hyperparameters-yQvnv7l_aUo.mp4

4.3 MB

08. RNN Hyperparameters-yQvnv7l_aUo.pt-BR.vtt

3.8 KB

08. RNN Hyperparameters-yQvnv7l_aUo.zh-CN.vtt

3.7 KB

08. RNN Hyperparameters.html

12.1 KB

09. RNN Hyperparameters.html

6.7 KB

10. Sources References.html

6.7 KB

index.html

4.3 KB

/.../Part 03-Module 01-Lesson 03_Hyperparameters/img/

f3iwvmld-400x400.jpg

27.1 KB

/.../Part 03-Module 02-Lesson 01_Embeddings and Word2vec/

01. Embeddings Intro.html

7.1 KB

02. Implementing Word2Vec-7M431_f9HgE.en.vtt

17.3 KB

02. Implementing Word2Vec-7M431_f9HgE.mp4

24.5 MB

02. Implementing Word2Vec-7M431_f9HgE.pt-BR.vtt

17.6 KB

02. Implementing Word2Vec-7M431_f9HgE.zh-CN.vtt

14.6 KB

02. Implementing Word2Vec.html

5.7 KB

03. Subsampling Solution-MAUM_mV_lj8.en.vtt

6.1 KB

03. Subsampling Solution-MAUM_mV_lj8.mp4

10.1 MB

03. Subsampling Solution-MAUM_mV_lj8.pt-BR.vtt

6.4 KB

03. Subsampling Solution-MAUM_mV_lj8.zh-CN.vtt

5.2 KB

03. Subsampling Solution.html

5.6 KB

04. Making Batches-jx7qwdw-94k.en.vtt

4.6 KB

04. Making Batches-jx7qwdw-94k.mp4

8.1 MB

04. Making Batches-jx7qwdw-94k.pt-BR.vtt

4.6 KB

04. Making Batches-jx7qwdw-94k.zh-CN.vtt

3.9 KB

04. Making Batches.html

5.6 KB

05. Batches Solution-DdfR0RjSC-Q.en.vtt

2.7 KB

05. Batches Solution-DdfR0RjSC-Q.mp4

4.1 MB

05. Batches Solution-DdfR0RjSC-Q.pt-BR.vtt

2.6 KB

05. Batches Solution-DdfR0RjSC-Q.zh-CN.vtt

2.5 KB

05. Batches Solution.html

5.6 KB

06. Building The Network-fhSb5c6UX6M.en.vtt

5.3 KB

06. Building The Network-fhSb5c6UX6M.mp4

8.5 MB

06. Building The Network-fhSb5c6UX6M.pt-BR.vtt

5.0 KB

06. Building The Network-fhSb5c6UX6M.zh-CN.vtt

4.2 KB

06. Building the Network.html

5.6 KB

07. Negative Sampling-gW17AHBKbHY.en.vtt

2.6 KB

07. Negative Sampling-gW17AHBKbHY.mp4

4.4 MB

07. Negative Sampling-gW17AHBKbHY.pt-BR.vtt

2.4 KB

07. Negative Sampling-gW17AHBKbHY.zh-CN.vtt

2.2 KB

07. Negative Sampling.html

5.6 KB

08. Building The Network Solution-pkBAhQ2Ki-8.en.vtt

4.2 KB

08. Building The Network Solution-pkBAhQ2Ki-8.mp4

7.7 MB

08. Building The Network Solution-pkBAhQ2Ki-8.pt-BR.vtt

4.1 KB

08. Building The Network Solution-pkBAhQ2Ki-8.zh-CN.vtt

3.4 KB

08. Building the Network Solution.html

5.7 KB

09. Training Results-uISA5ns47s8.en.vtt

4.5 KB

09. Training Results-uISA5ns47s8.mp4

10.3 MB

09. Training Results-uISA5ns47s8.pt-BR.vtt

4.5 KB

09. Training Results-uISA5ns47s8.zh-CN.vtt

3.9 KB

09. Training Results.html

5.6 KB

index.html

4.2 KB

/.../Part 03-Module 02-Lesson 01_Embeddings and Word2vec/img/

linear-relationships.png

115.0 KB

mat-headshot.png

184.3 KB

/.../Part 03-Module 02-Lesson 02_Siraj's Style Transfer/

01. How to Generate Art - Intro to Deep Learning #8-Oex0eWoU7AQ.en.vtt

15.1 KB

01. How to Generate Art - Intro to Deep Learning #8-Oex0eWoU7AQ.mp4

43.2 MB

01. How to Generate Art.html

6.8 KB

index.html

3.6 KB

/.../Part 03-Module 03-Lesson 01_TensorBoard/

01. TensorBoard Intro.html

6.2 KB

02. TensorBoard Graphs 1-M64FWxf1yK4.en.vtt

8.9 KB

02. TensorBoard Graphs 1-M64FWxf1yK4.mp4

12.6 MB

02. TensorBoard Graphs 1-M64FWxf1yK4.pt-BR.vtt

7.4 KB

02. TensorBoard Graphs 1-M64FWxf1yK4.zh-CN.vtt

7.8 KB

02. Viewing Graphs.html

5.2 KB

03. Name Scopes.html

5.2 KB

03. TensorBoard Graphs 2-REmz7HUj6f4.en.vtt

8.3 KB

03. TensorBoard Graphs 2-REmz7HUj6f4.mp4

11.6 MB

03. TensorBoard Graphs 2-REmz7HUj6f4.pt-BR.vtt

7.0 KB

03. TensorBoard Graphs 2-REmz7HUj6f4.zh-CN.vtt

7.5 KB

04. Inspecting Variables.html

5.2 KB

04. TensorBoard Variables 1-QG41p4Wx5wc.en.vtt

13.9 KB

04. TensorBoard Variables 1-QG41p4Wx5wc.mp4

19.9 MB

04. TensorBoard Variables 1-QG41p4Wx5wc.pt-BR.vtt

11.2 KB

04. TensorBoard Variables 1-QG41p4Wx5wc.zh-CN.vtt

12.9 KB

05. Choosing Hyperparameters.html

5.2 KB

05. TensorBoard Hyperparameters-THiwPbkjoLQ.en.vtt

9.9 KB

05. TensorBoard Hyperparameters-THiwPbkjoLQ.mp4

15.1 MB

05. TensorBoard Hyperparameters-THiwPbkjoLQ.pt-BR.vtt

8.7 KB

05. TensorBoard Hyperparameters-THiwPbkjoLQ.zh-CN.vtt

9.1 KB

index.html

3.9 KB

/.../Part 03-Module 03-Lesson 01_TensorBoard/img/

mat-headshot.png

184.3 KB

/.../Part 03-Module 03-Lesson 02_Siraj's Music Generation/

01. How to Generate Music - Intro to Deep Learning #9-4DMm5Lhey1U.en.vtt

14.9 KB

01. How to Generate Music - Intro to Deep Learning #9-4DMm5Lhey1U.mp4

45.6 MB

01. How to Generate Music.html

7.3 KB

02. How to Succeed in any Programming Interview-5KB5KAak6tM.en.vtt

12.4 KB

02. How to Succeed in any Programming Interview-5KB5KAak6tM.ko.vtt

17.9 KB

02. How to Succeed in any Programming Interview-5KB5KAak6tM.mp4

28.3 MB

02. How to Succeed in any Programming Interview-5KB5KAak6tM.ru.vtt

18.2 KB

02. How to Succeed in any Programming Interview.html

5.1 KB

index.html

3.7 KB

/.../Part 03-Module 04-Lesson 01_Siraj's Text Summarization/

01. How to Make a Text Summarizer - Intro to Deep Learning #10-ogrJaOIuBx4.en.vtt

18.3 KB

01. How to Make a Text Summarizer - Intro to Deep Learning #10-ogrJaOIuBx4.fi.vtt

17.3 KB

01. How to Make a Text Summarizer - Intro to Deep Learning #10-ogrJaOIuBx4.mp4

38.0 MB

01. How to Make a Text Summarizer - Intro to Deep Learning #10-ogrJaOIuBx4.pt-BR.vtt

17.7 KB

01. How to Make a Text Summarizer.html

6.7 KB

index.html

3.6 KB

/.../Part 03-Module 04-Lesson 02_Weight Initialization/

01. Weight Initialization Intro.html

5.8 KB

02. Ones and Zeros.html

5.3 KB

02. Weight Initialization 1-6vXMYu_TQIA.en.vtt

9.9 KB

02. Weight Initialization 1-6vXMYu_TQIA.mp4

11.3 MB

02. Weight Initialization 1-6vXMYu_TQIA.pt-BR.vtt

8.4 KB

02. Weight Initialization 1-6vXMYu_TQIA.zh-CN.vtt

8.3 KB

03. Uniform Distribution.html

5.3 KB

03. Weight Initialization 2-BI3f0Cdc_nU.en.vtt

9.7 KB

03. Weight Initialization 2-BI3f0Cdc_nU.mp4

11.6 MB

03. Weight Initialization 2-BI3f0Cdc_nU.pt-BR.vtt

8.6 KB

03. Weight Initialization 2-BI3f0Cdc_nU.zh-CN.vtt

8.2 KB

04. Too Small.html

5.3 KB

04. Weight Initialization 3-JIQl0jMpdsI.en.vtt

4.3 KB

04. Weight Initialization 3-JIQl0jMpdsI.mp4

5.7 MB

04. Weight Initialization 3-JIQl0jMpdsI.pt-BR.vtt

3.7 KB

04. Weight Initialization 3-JIQl0jMpdsI.zh-CN.vtt

3.7 KB

05. Normal Distribution.html

5.3 KB

05. Weight Initialization 4-FM6t7AsodGQ.en.vtt

8.5 KB

05. Weight Initialization 4-FM6t7AsodGQ.mp4

10.0 MB

05. Weight Initialization 4-FM6t7AsodGQ.pt-BR.vtt

7.4 KB

05. Weight Initialization 4-FM6t7AsodGQ.zh-CN.vtt

7.0 KB

06. Additional Material.html

5.6 KB

index.html

4.0 KB

/.../Part 03-Module 04-Lesson 02_Weight Initialization/img/

mat-headshot.png

184.3 KB

/.../Part 03-Module 04-Lesson 03_Sentiment Prediction RNN/

01. Intro.html

6.5 KB

02. Sentiment Prediction-uGN3rZJRiMY.en.vtt

8.9 KB

02. Sentiment Prediction-uGN3rZJRiMY.mp4

11.8 MB

02. Sentiment Prediction-uGN3rZJRiMY.pt-BR.vtt

7.5 KB

02. Sentiment Prediction-uGN3rZJRiMY.zh-CN.vtt

8.2 KB

02. Sentiment RNN.html

5.4 KB

03. Data Preprocessing-h4-LwZU9_k8.en.vtt

5.5 KB

03. Data Preprocessing-h4-LwZU9_k8.mp4

7.2 MB

03. Data Preprocessing-h4-LwZU9_k8.pt-BR.vtt

4.7 KB

03. Data Preprocessing-h4-LwZU9_k8.zh-CN.vtt

4.6 KB

03. Data Preprocessing.html

5.4 KB

04. Creating Testing Sets-BRBbrNLz1ho.en.vtt

2.1 KB

04. Creating Testing Sets-BRBbrNLz1ho.mp4

2.2 MB

04. Creating Testing Sets-BRBbrNLz1ho.pt-BR.vtt

1.8 KB

04. Creating Testing Sets-BRBbrNLz1ho.zh-CN.vtt

1.7 KB

04. Creating Testing Sets.html

5.7 KB

05. Building The RNN 1-XTD6slf64fM.en.vtt

14.2 KB

05. Building The RNN 1-XTD6slf64fM.mp4

20.0 MB

05. Building The RNN 1-XTD6slf64fM.pt-BR.vtt

12.6 KB

05. Building The RNN 1-XTD6slf64fM.zh-CN.vtt

12.4 KB

05. Building the RNN.html

5.6 KB

06. Training The Network-nknJ3Xu3ld0.en.vtt

6.5 KB

06. Training The Network-nknJ3Xu3ld0.mp4

8.8 MB

06. Training The Network-nknJ3Xu3ld0.pt-BR.vtt

5.8 KB

06. Training The Network-nknJ3Xu3ld0.zh-CN.vtt

5.6 KB

06. Training the Network.html

5.4 KB

07. Sentiment RNN 2-V9YGGjmoHS0.en.vtt

18.1 KB

07. Sentiment RNN 2-V9YGGjmoHS0.mp4

24.2 MB

07. Sentiment RNN 2-V9YGGjmoHS0.pt-BR.vtt

16.1 KB

07. Sentiment RNN 2-V9YGGjmoHS0.zh-CN.vtt

15.1 KB

07. Solutions.html

5.3 KB

index.html

4.0 KB

/.../Part 03-Module 04-Lesson 03_Sentiment Prediction RNN/img/

mat-headshot.png

184.3 KB

/.../Part 03-Module 04-Lesson 04_Generate TV Scripts/

01. Introduction.html

5.3 KB

01. Project-3-Intro-qNpv7IjQzo0.en-US.vtt

0.7 KB

01. Project-3-Intro-qNpv7IjQzo0.en.vtt

0.7 KB

01. Project-3-Intro-qNpv7IjQzo0.mp4

683.2 KB

01. Project-3-Intro-qNpv7IjQzo0.pt-BR.vtt

0.7 KB

01. Project-3-Intro-qNpv7IjQzo0.zh-CN.vtt

0.6 KB

02. TV Script Workspace.html

5.6 KB

index.html

3.9 KB

Project Description - Generate TV Scripts.html

6.7 KB

Project Rubric - Generate TV Scripts.html

13.2 KB

/.../Part 03-Module 05-Lesson 01_Transfer Learning in TensorFlow/

01. Transfer Learning Intro.html

7.3 KB

02. Transfer Learning with VGGNet.html

5.7 KB

02. Transfer Learning--WmQwYr0DYjY.en.vtt

7.1 KB

02. Transfer Learning--WmQwYr0DYjY.mp4

8.7 MB

02. Transfer Learning--WmQwYr0DYjY.pt-BR.vtt

6.2 KB

02. Transfer Learning--WmQwYr0DYjY.zh-CN.vtt

6.6 KB

03. Building VGGNet-615SslQiGvo.en.vtt

7.7 KB

03. Building VGGNet-615SslQiGvo.mp4

9.3 MB

03. Building VGGNet-615SslQiGvo.pt-BR.vtt

6.4 KB

03. Building VGGNet-615SslQiGvo.zh-CN.vtt

6.4 KB

03. VGGNet.html

5.7 KB

04. Pretrained VGGNet-BpzI6Svmuv8.en.vtt

2.1 KB

04. Pretrained VGGNet-BpzI6Svmuv8.mp4

3.3 MB

04. Pretrained VGGNet-BpzI6Svmuv8.pt-BR.vtt

1.8 KB

04. Pretrained VGGNet-BpzI6Svmuv8.zh-CN.vtt

1.8 KB

04. VGGNet Solution.html

5.7 KB

05. Data Preparation-WfsDMq-b3y4.en.vtt

7.2 KB

05. Data Preparation-WfsDMq-b3y4.mp4

9.7 MB

05. Data Preparation-WfsDMq-b3y4.pt-BR.vtt

6.3 KB

05. Data Preparation-WfsDMq-b3y4.zh-CN.vtt

6.5 KB

05. Data Preparation.html

5.7 KB

06. Data Preparation Solution.html

5.7 KB

06. Data Preparation-WEtKkHlhhZA.en.vtt

3.6 KB

06. Data Preparation-WEtKkHlhhZA.mp4

4.6 MB

06. Data Preparation-WEtKkHlhhZA.pt-BR.vtt

3.1 KB

06. Data Preparation-WEtKkHlhhZA.zh-CN.vtt

3.4 KB

07. Building The Classifier-pPHiVddBY0Q.en.vtt

1.6 KB

07. Building The Classifier-pPHiVddBY0Q.mp4

2.1 MB

07. Building The Classifier-pPHiVddBY0Q.pt-BR.vtt

1.4 KB

07. Building The Classifier-pPHiVddBY0Q.zh-CN.vtt

1.6 KB

07. Classifier.html

5.7 KB

08. Building The Classifier-6ifxRQ_gL7w.en.vtt

3.7 KB

08. Building The Classifier-6ifxRQ_gL7w.mp4

4.2 MB

08. Building The Classifier-6ifxRQ_gL7w.pt-BR.vtt

3.2 KB

08. Building The Classifier-6ifxRQ_gL7w.zh-CN.vtt

3.0 KB

08. Classifier Solution.html

5.7 KB

09. Training The Classifier-b7Fy3cIoJ1Y.en.vtt

3.4 KB

09. Training The Classifier-b7Fy3cIoJ1Y.mp4

4.4 MB

09. Training The Classifier-b7Fy3cIoJ1Y.pt-BR.vtt

2.7 KB

09. Training The Classifier-b7Fy3cIoJ1Y.zh-CN.vtt

2.9 KB

09. Training.html

5.7 KB

10. Training And Testing-NLPtmQjGYCA.en.vtt

6.0 KB

10. Training And Testing-NLPtmQjGYCA.mp4

8.6 MB

10. Training And Testing-NLPtmQjGYCA.pt-BR.vtt

5.2 KB

10. Training And Testing-NLPtmQjGYCA.zh-CN.vtt

4.8 KB

10. Training solution.html

5.7 KB

index.html

4.3 KB

/.../Part 03-Module 05-Lesson 01_Transfer Learning in TensorFlow/img/

mat-headshot.png

184.3 KB

/.../Part 03-Module 05-Lesson 02_Siraj's Language Translation/

01. How to Make a Language Translator - Intro to Deep Learning #11-nRBnh4qbPHI.en.vtt

14.0 KB

01. How to Make a Language Translator - Intro to Deep Learning #11-nRBnh4qbPHI.mp4

38.3 MB

01. How to Make a Language Translator.html

7.7 KB

index.html

3.6 KB

/.../Part 03-Module 06-Lesson 01_Sequence to Sequence/

01. Introducing Jay Alammar.html

6.4 KB

02. Jay Introduction.html

5.8 KB

02. Jay's Introduction-HPOzAlXhuxQ.en.vtt

5.9 KB

02. Jay's Introduction-HPOzAlXhuxQ.mp4

6.1 MB

02. Jay's Introduction-HPOzAlXhuxQ.pt-BR.vtt

5.7 KB

02. Jay's Introduction-HPOzAlXhuxQ.zh-CN.vtt

5.3 KB

03. Applications seq2seq-tDJBDwriJYQ.en.vtt

2.7 KB

03. Applications seq2seq-tDJBDwriJYQ.mp4

2.6 MB

03. Applications seq2seq-tDJBDwriJYQ.pt-BR.vtt

2.6 KB

03. Applications seq2seq-tDJBDwriJYQ.zh-CN.vtt

2.5 KB

03. Applications.html

5.7 KB

04. Architecture encoder decoder-dkHdEAJnV_w.en.vtt

5.6 KB

04. Architecture encoder decoder-dkHdEAJnV_w.mp4

4.7 MB

04. Architecture encoder decoder-dkHdEAJnV_w.pt-BR.vtt

5.0 KB

04. Architecture encoder decoder-dkHdEAJnV_w.zh-CN.vtt

4.9 KB

04. Architectures.html

5.8 KB

05. Architecture in More Depth-rdAo4MqLbEk.en.vtt

5.3 KB

05. Architecture in More Depth-rdAo4MqLbEk.mp4

5.6 MB

05. Architecture in More Depth-rdAo4MqLbEk.pt-BR.vtt

5.1 KB

05. Architecture in More Depth-rdAo4MqLbEk.zh-CN.vtt

4.7 KB

05. Architectures in More Depth.html

5.8 KB

06. Preprocessing-ktQW6p9pOS4.en.vtt

7.4 KB

06. Preprocessing-ktQW6p9pOS4.mp4

9.3 MB

06. Preprocessing-ktQW6p9pOS4.pt-BR.vtt

7.0 KB

06. Preprocessing-ktQW6p9pOS4.zh-CN.vtt

6.6 KB

06. Preprocessing.html

6.3 KB

07. Sequence to sequence in TensorFlow.html

8.7 KB

08. Inputs.html

16.2 KB

09. Further Reading.html

6.2 KB

10. Sequence to Sequence in TensorFlow.html

5.9 KB

index.html

4.3 KB

/.../Part 03-Module 06-Lesson 01_Sequence to Sequence/img/

mat-headshot.png

184.3 KB

sequence-to-sequence-embedding-encoder-decoder.png

22.5 KB

sequence-to-sequence-high-level-encoder-decoder.png

11.8 KB

sequence-to-sequence-unrolled-encoder-decoder.png

23.0 KB

/.../Part 03-Module 06-Lesson 02_Siraj's Chatbot/

01. How to Make a Chatbot - Intro to Deep Learning #12-t5qgjJIBy9g.en.vtt

17.2 KB

01. How to Make a Chatbot - Intro to Deep Learning #12-t5qgjJIBy9g.mp4

49.9 MB

01. How to Make a Chatbot.html

6.8 KB

index.html

3.6 KB

/.../Part 03-Module 07-Lesson 01_Reinforcement Learning/

01. Reinforcement Learning Lesson.html

6.2 KB

02. 01 Q-Learning-Npu9gyD6-4o.en.vtt

2.9 KB

02. 01 Q-Learning-Npu9gyD6-4o.mp4

3.2 MB

02. 01 Q-Learning-Npu9gyD6-4o.pt-BR.vtt

2.8 KB

02. 01 Q-Learning-Npu9gyD6-4o.zh-CN.vtt

2.6 KB

02. Reinforcement Learning.html

5.1 KB

03. 02 Q-Learning-WQgdnzzhSLM.en.vtt

10.0 KB

03. 02 Q-Learning-WQgdnzzhSLM.mp4

11.1 MB

03. 02 Q-Learning-WQgdnzzhSLM.pt-BR.vtt

9.6 KB

03. 02 Q-Learning-WQgdnzzhSLM.zh-CN.vtt

8.8 KB

03. Q-Learning.html

5.1 KB

04. Deep Q-Learning.html

6.1 KB

index.html

3.8 KB

/.../Part 03-Module 07-Lesson 01_Reinforcement Learning/img/

mat-headshot.png

184.3 KB

/.../Part 03-Module 07-Lesson 02_Siraj's Reinforcement Learning/

01. How to Win Slot Machines - Intro to Deep Learning #13-AIeWLTUYLZQ.en.vtt

17.6 KB

01. How to Win Slot Machines - Intro to Deep Learning #13-AIeWLTUYLZQ.mp4

54.5 MB

01. How to Win Slot Machines.html

6.9 KB

index.html

3.6 KB

/.../Part 03-Module 07-Lesson 03_Translation Project/

01. Introduction.html

5.1 KB

01. Machine Translation Intro-5thBwpcYoiI.en.vtt

1.1 KB

01. Machine Translation Intro-5thBwpcYoiI.mp4

4.0 MB

01. Machine Translation Intro-5thBwpcYoiI.pt-BR.vtt

1.0 KB

01. Machine Translation Intro-5thBwpcYoiI.zh-CN.vtt

1.0 KB

index.html

3.8 KB

Project Description - Translation Project.html

6.1 KB

Project Rubric - Translation Project.html

9.8 KB

/.../Part 03-Module 08-Lesson 01_Siraj's Image Generation/

01. How to Generate Images - Intro to Deep Learning #14-3-UDwk1U77s.en.vtt

16.9 KB

01. How to Generate Images - Intro to Deep Learning #14-3-UDwk1U77s.mp4

53.2 MB

01. How to Generate Images.html

7.0 KB

index.html

3.6 KB

/.../Part 03-Module 08-Lesson 02_Autoencoders/

01. Autoencoder Lesson Intro.html

6.6 KB

02. Autoencoders-ar5Iyx68cWc.en.vtt

2.5 KB

02. Autoencoders-ar5Iyx68cWc.mp4

2.3 MB

02. Autoencoders-ar5Iyx68cWc.pt-BR.vtt

2.4 KB

02. Autoencoders-ar5Iyx68cWc.zh-CN.vtt

2.2 KB

02. Autoencoders.html

5.3 KB

03. A Simple Autoencoder.html

5.2 KB

03. A-Simple-Autoencoders 21718-lXGdkCT8E1c.en.vtt

13.3 KB

03. A-Simple-Autoencoders 21718-lXGdkCT8E1c.mp4

16.4 MB

04. Simple Autoencoder Solution-Nv_D6DHfEk8.en.vtt

7.2 KB

04. Simple Autoencoder Solution-Nv_D6DHfEk8.mp4

9.0 MB

04. Simple Autoencoder Solution-Nv_D6DHfEk8.pt-BR.vtt

6.6 KB

04. Simple Autoencoder Solution-Nv_D6DHfEk8.zh-CN.vtt

6.0 KB

04. Simple Autoencoder Solution.html

5.4 KB

05. Convolutional Autoencoders-18SZVRaumGs.en.vtt

14.5 KB

05. Convolutional Autoencoders-18SZVRaumGs.mp4

22.6 MB

05. Convolutional Autoencoders-18SZVRaumGs.pt-BR.vtt

14.2 KB

05. Convolutional Autoencoders-18SZVRaumGs.zh-CN.vtt

12.3 KB

05. Convolutional Autoencoders.html

5.4 KB

06. Convolutional Autoencoder Solutions-w3iPs6YnqmY.en.vtt

8.3 KB

06. Convolutional Autoencoder Solutions-w3iPs6YnqmY.mp4

13.3 MB

06. Convolutional Autoencoder Solutions-w3iPs6YnqmY.pt-BR.vtt

8.0 KB

06. Convolutional Autoencoder Solutions-w3iPs6YnqmY.zh-CN.vtt

7.2 KB

06. Convolutional Autoencoders Solution.html

5.5 KB

index.html

4.0 KB

/.../Part 03-Module 08-Lesson 02_Autoencoders/img/

autoencoder-1.png

25.3 KB

mat-headshot.png

184.3 KB

/.../Part 04-Module 01-Lesson 01_Generative Adversarial Networks/

01. GANs Intro-F7XgI6TmaGI.en-US.vtt

1.6 KB

01. GANs Intro-F7XgI6TmaGI.en.vtt

1.3 KB

01. GANs Intro-F7XgI6TmaGI.mp4

3.4 MB

01. GANs Intro-F7XgI6TmaGI.pt-BR.vtt

1.3 KB

01. GANs Intro-F7XgI6TmaGI.zh-CN.vtt

1.5 KB

01. Introducing Ian Goodfellow.html

6.7 KB

02. Cool Things To Do With GANs-bo-ToTdhgew.en.vtt

7.5 KB

02. Cool Things To Do With GANs-bo-ToTdhgew.mp4

12.6 MB

02. Cool Things To Do With GANs-bo-ToTdhgew.pt-BR.vtt

7.0 KB

02. Cool Things To Do With GANs-bo-ToTdhgew.zh-CN.vtt

7.1 KB

02. What can you do with GANs.html

6.7 KB

03. How GANs work.html

7.0 KB

03. Other Generative Models, How GANs Work-MF0QCP1OC9I.en.vtt

7.6 KB

03. Other Generative Models, How GANs Work-MF0QCP1OC9I.mp4

10.8 MB

03. Other Generative Models, How GANs Work-MF0QCP1OC9I.pt-BR.vtt

7.7 KB

03. Other Generative Models, How GANs Work-MF0QCP1OC9I.zh-CN.vtt

6.6 KB

04. Games and Equilibria.html

6.7 KB

04. Games, Equilibrium, GANs Solution Render-2zi8DOWIVas.en.vtt

11.0 KB

04. Games, Equilibrium, GANs Solution Render-2zi8DOWIVas.mp4

14.1 MB

04. Games, Equilibrium, GANs Solution Render-2zi8DOWIVas.pt-BR.vtt

11.5 KB

04. Games, Equilibrium, GANs Solution Render-2zi8DOWIVas.zh-CN.vtt

9.7 KB

05. GANs Architecture -gaEs7ccZv_Q.en.vtt

12.0 KB

05. GANs Architecture -gaEs7ccZv_Q.mp4

16.7 MB

05. GANs Architecture -gaEs7ccZv_Q.pt-BR.vtt

12.8 KB

05. GANs Architecture -gaEs7ccZv_Q.zh-CN.vtt

10.5 KB

05. Practical tips and tricks for training GANs.html

6.7 KB

06. Build a GAN.html

7.4 KB

07. Get started with a GAN.html

6.7 KB

07. Getting Started with GANs-QA2ntKUha4g.en.vtt

4.1 KB

07. Getting Started with GANs-QA2ntKUha4g.mp4

5.3 MB

07. Getting Started with GANs-QA2ntKUha4g.pt-BR.vtt

3.9 KB

07. Getting Started with GANs-QA2ntKUha4g.zh-CN.vtt

3.7 KB

08. Generator Network-btHVXnICmzQ.en.vtt

6.9 KB

08. Generator Network-btHVXnICmzQ.mp4

7.4 MB

08. Generator Network-btHVXnICmzQ.pt-BR.vtt

6.2 KB

08. Generator Network-btHVXnICmzQ.zh-CN.vtt

6.2 KB

08. Generator Network.html

6.6 KB

09. Discriminator Network-nWXxT8OqCfs.en.vtt

1.1 KB

09. Discriminator Network-nWXxT8OqCfs.mp4

1.1 MB

09. Discriminator Network-nWXxT8OqCfs.pt-BR.vtt

0.9 KB

09. Discriminator Network-nWXxT8OqCfs.zh-CN.vtt

1.1 KB

09. Discriminator Network.html

6.6 KB

10. Generator and Discriminator Solutions-9By2pAck044.en.vtt

6.1 KB

10. Generator and Discriminator Solutions-9By2pAck044.mp4

6.6 MB

10. Generator and Discriminator Solutions-9By2pAck044.pt-BR.vtt

5.4 KB

10. Generator and Discriminator Solutions-9By2pAck044.zh-CN.vtt

5.4 KB

10. Generator and Discriminator Solutions.html

6.7 KB

11. Building the Network-5sZkRSHfiAE.en.vtt

3.9 KB

11. Building the Network-5sZkRSHfiAE.mp4

4.4 MB

11. Building the Network-5sZkRSHfiAE.pt-BR.vtt

3.4 KB

11. Building the Network-5sZkRSHfiAE.zh-CN.vtt

3.5 KB

11. Building the Network.html

6.6 KB

12. Building the Network Solution-Ikp3rVzG970.en.vtt

3.5 KB

12. Building the Network Solution-Ikp3rVzG970.mp4

4.5 MB

12. Building the Network Solution-Ikp3rVzG970.pt-BR.vtt

3.0 KB

12. Building the Network Solution-Ikp3rVzG970.zh-CN.vtt

3.2 KB

12. Building the Network Solution.html

6.7 KB

13. Training Losses-IaAeDrXMEcU.en.vtt

3.9 KB

13. Training Losses-IaAeDrXMEcU.mp4

6.1 MB

13. Training Losses-IaAeDrXMEcU.pt-BR.vtt

3.7 KB

13. Training Losses-IaAeDrXMEcU.zh-CN.vtt

3.4 KB

13. Training Losses.html

6.6 KB

14. Training Optimizers-AU5gH7LS57E.en.vtt

3.1 KB

14. Training Optimizers-AU5gH7LS57E.mp4

3.6 MB

14. Training Optimizers-AU5gH7LS57E.pt-BR.vtt

2.8 KB

14. Training Optimizers-AU5gH7LS57E.zh-CN.vtt

2.7 KB

14. Training Optimizers.html

6.6 KB

15. Training Losses and Optimizers Solution.html

6.8 KB

15. Training Losses and Optimizers Solutions-HlABZ9Q7xEo.en.vtt

5.2 KB

15. Training Losses and Optimizers Solutions-HlABZ9Q7xEo.mp4

7.2 MB

15. Training Losses and Optimizers Solutions-HlABZ9Q7xEo.pt-BR.vtt

5.1 KB

15. Training Losses and Optimizers Solutions-HlABZ9Q7xEo.zh-CN.vtt

4.7 KB

16. A Trained GAN-TR-uEJcjig4.en.vtt

10.2 KB

16. A Trained GAN-TR-uEJcjig4.mp4

12.2 MB

16. A Trained GAN-TR-uEJcjig4.pt-BR.vtt

9.3 KB

16. A Trained GAN-TR-uEJcjig4.zh-CN.vtt

9.1 KB

16. A Trained GAN.html

6.6 KB

17. Doing More With Your GAN.html

8.3 KB

index.html

5.0 KB

/.../Part 04-Module 01-Lesson 01_Generative Adversarial Networks/img/

generated-mnist.png

354.3 KB

mat-headshot.png

184.3 KB

/.../Part 04-Module 01-Lesson 02_Siraj's Video Generation/

01. How to Generate Video - Intro to Deep Learning #15--E2N1kQc8MM.en.vtt

18.5 KB

01. How to Generate Video - Intro to Deep Learning #15--E2N1kQc8MM.mp4

49.1 MB

01. How to Generate Video.html

7.5 KB

index.html

3.6 KB

/.../Part 04-Module 02-Lesson 01_Siraj's One-Shot Learning/

01. How to Learn from Little Data - Intro to Deep Learning #17-tChcZpBbTTA.en.vtt

15.6 KB

01. How to Learn from Little Data - Intro to Deep Learning #17-tChcZpBbTTA.mp4

37.1 MB

01. How to Learn from Little Data - Intro to Deep Learning #17-tChcZpBbTTA.nl.vtt

13.8 KB

01. How to Learn from Little Data.html

6.1 KB

index.html

3.6 KB

/.../Part 04-Module 02-Lesson 02_Hyperparameters/

01. Introducing Jay.html

6.0 KB

02. Introduction-erwnzFD7AeE.en.vtt

2.4 KB

02. Introduction-erwnzFD7AeE.mp4

2.3 MB

02. Introduction-erwnzFD7AeE.pt-BR.vtt

2.2 KB

02. Introduction-erwnzFD7AeE.zh-CN.vtt

2.1 KB

02. Introduction.html

5.7 KB

03. Learning Rate-HLMjeDez7ps.en.vtt

12.0 KB

03. Learning Rate-HLMjeDez7ps.mp4

10.1 MB

03. Learning Rate-HLMjeDez7ps.pt-BR.vtt

10.5 KB

03. Learning Rate-HLMjeDez7ps.zh-CN.vtt

10.4 KB

03. Learning Rate.html

6.3 KB

04. Learning Rate.html

7.5 KB

05. Minibatch Size-GrrO1NFxaW8.en.vtt

5.5 KB

05. Minibatch Size-GrrO1NFxaW8.mp4

5.0 MB

05. Minibatch Size-GrrO1NFxaW8.pt-BR.vtt

4.9 KB

05. Minibatch Size-GrrO1NFxaW8.zh-CN.vtt

4.9 KB

05. Minibatch Size.html

6.0 KB

06. Number Of Iterations-TTdHpSb4DV8.en.vtt

1.7 KB

06. Number Of Iterations-TTdHpSb4DV8.mp4

1.5 MB

06. Number Of Iterations-TTdHpSb4DV8.pt-BR.vtt

1.6 KB

06. Number Of Iterations-TTdHpSb4DV8.zh-CN.vtt

1.5 KB

06. Number of Training Iterations Epochs.html

8.5 KB

07. Number of Hidden Units Layers.html

6.6 KB

07. Number Of Hidden Units Layers-IkGAIQH5wH8.en.vtt

3.3 KB

07. Number Of Hidden Units Layers-IkGAIQH5wH8.mp4

3.6 MB

07. Number Of Hidden Units Layers-IkGAIQH5wH8.pt-BR.vtt

3.1 KB

07. Number Of Hidden Units Layers-IkGAIQH5wH8.zh-CN.vtt

2.9 KB

08. RNN Hyperparameters-yQvnv7l_aUo.en.vtt

4.0 KB

08. RNN Hyperparameters-yQvnv7l_aUo.mp4

4.3 MB

08. RNN Hyperparameters-yQvnv7l_aUo.pt-BR.vtt

3.8 KB

08. RNN Hyperparameters-yQvnv7l_aUo.zh-CN.vtt

3.7 KB

08. RNN Hyperparameters.html

12.1 KB

09. RNN Hyperparameters.html

6.7 KB

10. Sources References.html

6.7 KB

index.html

4.3 KB

/.../Part 04-Module 02-Lesson 02_Hyperparameters/img/

f3iwvmld-400x400.jpg

27.1 KB

/.../Part 04-Module 02-Lesson 03_Deep Convolutional GANs/

01. Deep Convolutional GANs.html

6.9 KB

02. DCGAN Architecture.html

5.8 KB

02. Deconvolution-sX_AxtB6CHI.en.vtt

7.4 KB

02. Deconvolution-sX_AxtB6CHI.mp4

8.7 MB

02. Deconvolution-sX_AxtB6CHI.pt-BR.vtt

7.2 KB

02. Deconvolution-sX_AxtB6CHI.zh-CN.vtt

6.6 KB

03. Batch Normalization.html

6.7 KB

04. DCGAN Implementation.html

6.3 KB

05. DCGAN And The Generator-CH6BxLTKt7s.en.vtt

11.3 KB

05. DCGAN And The Generator-CH6BxLTKt7s.mp4

16.8 MB

05. DCGAN And The Generator-CH6BxLTKt7s.pt-BR.vtt

9.3 KB

05. DCGAN And The Generator-CH6BxLTKt7s.zh-CN.vtt

9.9 KB

05. DCGAN and the Generator.html

5.8 KB

06. Generator Solution-jyPwUEZg05Q.en.vtt

3.9 KB

06. Generator Solution-jyPwUEZg05Q.mp4

7.6 MB

06. Generator Solution-jyPwUEZg05Q.pt-BR.vtt

3.2 KB

06. Generator Solution-jyPwUEZg05Q.zh-CN.vtt

3.4 KB

06. Generator Solution.html

5.8 KB

07. Discriminator-XRqOUbf96eI.en.vtt

3.2 KB

07. Discriminator-XRqOUbf96eI.mp4

3.4 MB

07. Discriminator-XRqOUbf96eI.pt-BR.vtt

2.6 KB

07. Discriminator-XRqOUbf96eI.zh-CN.vtt

2.7 KB

07. Discriminator.html

5.7 KB

08. Discriminator Solution-ffPWI2yJscw.en.vtt

3.4 KB

08. Discriminator Solution-ffPWI2yJscw.mp4

4.1 MB

08. Discriminator Solution-ffPWI2yJscw.pt-BR.vtt

2.8 KB

08. Discriminator Solution-ffPWI2yJscw.zh-CN.vtt

3.1 KB

08. Discriminator Solution.html

5.8 KB

09. Building And Training The Network-nXKk9GI4X14.en.vtt

6.3 KB

09. Building And Training The Network-nXKk9GI4X14.mp4

8.5 MB

09. Building And Training The Network-nXKk9GI4X14.pt-BR.vtt

4.7 KB

09. Building And Training The Network-nXKk9GI4X14.zh-CN.vtt

5.3 KB

09. Building and Training the Network.html

5.9 KB

10. Hyperparameter Solutions.html

5.8 KB

10. Hyperparameters Solution-Rt8MlVDtpi8.en.vtt

4.3 KB

10. Hyperparameters Solution-Rt8MlVDtpi8.mp4

7.3 MB

10. Hyperparameters Solution-Rt8MlVDtpi8.pt-BR.vtt

3.6 KB

10. Hyperparameters Solution-Rt8MlVDtpi8.zh-CN.vtt

3.7 KB

index.html

4.3 KB

/.../Part 04-Module 02-Lesson 03_Deep Convolutional GANs/img/

mat-headshot.png

184.3 KB

svhn-examples.png

174.0 KB

/.../Part 04-Module 02-Lesson 04_Generate Faces/

01. Last Project - Congrats-UUqU8SYBZ9Q.en.vtt

0.8 KB

01. Last Project - Congrats-UUqU8SYBZ9Q.mp4

2.3 MB

01. Last Project - Congrats-UUqU8SYBZ9Q.pt-BR.vtt

0.9 KB

01. Last Project - Congrats-UUqU8SYBZ9Q.zh-CN.vtt

0.8 KB

01. One Project Away!.html

5.3 KB

02. P5 Intro-jvJtHYBX7sM.en.vtt

1.1 KB

02. P5 Intro-jvJtHYBX7sM.mp4

1.7 MB

02. P5 Intro-jvJtHYBX7sM.pt-BR.vtt

1.1 KB

02. P5 Intro-jvJtHYBX7sM.zh-CN.vtt

1.1 KB

02. Project Introduction.html

5.2 KB

03. Face Generation Workspace.html

5.7 KB

index.html

3.9 KB

Project Description - Generate Faces.html

6.1 KB

Project Rubric - Generate Faces.html

8.3 KB

/.../Part 04-Module 02-Lesson 05_Semi-Supervised Learning/

01. Semi-supervised Learning.html

7.1 KB

02. Semi-Supervised Classification with GANs.html

6.2 KB

02. Semi-Supervised Learning-_LRpHPxZaX0.en.vtt

10.4 KB

02. Semi-Supervised Learning-_LRpHPxZaX0.mp4

10.6 MB

02. Semi-Supervised Learning-_LRpHPxZaX0.pt-BR.vtt

9.8 KB

02. Semi-Supervised Learning-_LRpHPxZaX0.zh-CN.vtt

9.5 KB

03. Introducing Semi-Supervised Learning-tnCClNy5z5c.en.vtt

5.0 KB

03. Introducing Semi-Supervised Learning-tnCClNy5z5c.mp4

6.2 MB

03. Introducing Semi-Supervised Learning-tnCClNy5z5c.pt-BR.vtt

4.7 KB

03. Introducing Semi-Supervised Learning-tnCClNy5z5c.zh-CN.vtt

4.7 KB

03. Introducing Semi-Supervised Learning.html

6.2 KB

04. Data Prep-P5hOx09mwaM.en.vtt

5.5 KB

04. Data Prep-P5hOx09mwaM.mp4

6.4 MB

04. Data Prep-P5hOx09mwaM.pt-BR.vtt

4.7 KB

04. Data Prep-P5hOx09mwaM.zh-CN.vtt

4.9 KB

04. Data Prep.html

6.0 KB

05. Building The Generator And Discriminator-OWytckbbeGQ.en.vtt

15.5 KB

05. Building The Generator And Discriminator-OWytckbbeGQ.mp4

18.8 MB

05. Building The Generator And Discriminator-OWytckbbeGQ.pt-BR.vtt

14.9 KB

05. Building The Generator And Discriminator-OWytckbbeGQ.zh-CN.vtt

14.1 KB

05. Building The Generator And Discriminator.html

6.3 KB

06. Model Loss Exercise-W7TawMNxBds.en.vtt

12.8 KB

06. Model Loss Exercise-W7TawMNxBds.mp4

16.6 MB

06. Model Loss Exercise-W7TawMNxBds.pt-BR.vtt

20.3 KB

06. Model Loss Exercise-W7TawMNxBds.zh-CN.vtt

11.0 KB

06. Model Loss Exercise.html

6.1 KB

07. Model Optimization Exercise-wNpI1wUA4Io.en.vtt

10.9 KB

07. Model Optimization Exercise-wNpI1wUA4Io.mp4

13.3 MB

07. Model Optimization Exercise-wNpI1wUA4Io.pt-BR.vtt

18.0 KB

07. Model Optimization Exercise-wNpI1wUA4Io.zh-CN.vtt

9.4 KB

07. Model Optimization Exercise.html

6.2 KB

08. Training The Network -P-LXQPVXl4A.en.vtt

4.8 KB

08. Training The Network -P-LXQPVXl4A.mp4

5.7 MB

08. Training The Network -P-LXQPVXl4A.pt-BR.vtt

7.9 KB

08. Training The Network -P-LXQPVXl4A.zh-CN.vtt

4.3 KB

08. Training The Network.html

6.1 KB

09. Discriminator Solution-_X8ssUzu_Bo.en.vtt

5.2 KB

09. Discriminator Solution-_X8ssUzu_Bo.mp4

7.8 MB

09. Discriminator Solution-_X8ssUzu_Bo.pt-BR.vtt

5.0 KB

09. Discriminator Solution-_X8ssUzu_Bo.zh-CN.vtt

4.4 KB

09. Discriminator Solution.html

6.1 KB

10. Model Loss Solution-r3DtohmychE.en.vtt

6.9 KB

10. Model Loss Solution-r3DtohmychE.mp4

9.3 MB

10. Model Loss Solution-r3DtohmychE.pt-BR.vtt

6.9 KB

10. Model Loss Solution-r3DtohmychE.zh-CN.vtt

5.9 KB

10. Model Loss Solution.html

6.1 KB

11. Model Optimizer Solution-_Qhz9SbR7xY.en.vtt

3.4 KB

11. Model Optimizer Solution-_Qhz9SbR7xY.mp4

4.3 MB

11. Model Optimizer Solution-_Qhz9SbR7xY.pt-BR.vtt

3.5 KB

11. Model Optimizer Solution-_Qhz9SbR7xY.zh-CN.vtt

3.1 KB

11. Model Optimizer Solution.html

6.1 KB

12. Trained Semi-Supervised GAN-9yWYZDX8-O8.en.vtt

6.1 KB

12. Trained Semi-Supervised GAN-9yWYZDX8-O8.mp4

7.5 MB

12. Trained Semi-Supervised GAN-9yWYZDX8-O8.pt-BR.vtt

5.8 KB

12. Trained Semi-Supervised GAN-9yWYZDX8-O8.zh-CN.vtt

5.4 KB

12. Trained Semi-Supervised GAN.html

6.2 KB

index.html

4.6 KB

/.../Part 04-Module 02-Lesson 05_Semi-Supervised Learning/img/

mat-headshot.png

184.3 KB

/.../Part 05-Module 01-Lesson 01_Enroll in your next Nanodegree program/

01. Enroll in your next ND program.html

8.0 KB

index.html

3.6 KB

/.../Part 05-Module 01-Lesson 01_Enroll in your next Nanodegree program/img/

carnd.jpg

5.6 MB

/.../Part 06-Module 01-Lesson 01_Welcome to Deep Learning/

01. 01 Welcome To The Deep Learning Program-3QPEmwq2NaE.mp4

15.0 MB

01. Welcome to the Deep Learning Nanodegree Program.html

5.5 KB

02. Meet Your Instructors--UOFRxCu414.en.vtt

1.8 KB

02. Meet Your Instructors--UOFRxCu414.mp4

6.1 MB

02. Meet Your Instructors--UOFRxCu414.pt-BR.vtt

2.0 KB

02. Meet Your Instructors--UOFRxCu414.zh-CN.vtt

1.7 KB

02. Meet Your Instructors.html

5.8 KB

03. Learning Plan.html

8.3 KB

04. Program Structure.html

13.1 KB

05. Projects You will Build-PqpdX7YxTlU.en.vtt

2.5 KB

05. Projects You will Build-PqpdX7YxTlU.mp4

6.5 MB

05. Projects You will Build-PqpdX7YxTlU.pt-BR.vtt

2.9 KB

05. Projects You will Build-PqpdX7YxTlU.zh-CN.vtt

2.3 KB

05. Projects You Will Build.html

6.2 KB

06. Deadline Policy.html

16.7 KB

07. Udacity Support.html

9.7 KB

08. Community Guidelines.html

8.1 KB

09. Prerequisites.html

6.2 KB

10. Getting Set Up.html

6.1 KB

10. Getting-Setup-1SuxTnuQkeE.en.vtt

1.4 KB

10. Getting-Setup-1SuxTnuQkeE.mp4

6.9 MB

10. Getting-Setup-1SuxTnuQkeE.pt-BR.vtt

1.3 KB

10. Getting-Setup-1SuxTnuQkeE.zh-CN.vtt

1.3 KB

index.html

4.3 KB

/.../Part 06-Module 01-Lesson 01_Welcome to Deep Learning/img/

convolutional-neural-networks-2.jpg

61.1 KB

examples.jpg

480.4 KB

faces.png

43.8 KB

karpathy-network.png

227.1 KB

quadcopter.png

466.6 KB

review-example.png

371.5 KB

rnn.png

159.4 KB

screen-shot-2017-01-26-at-2.51.02-pm.png

309.8 KB

screen-shot-2018-06-12-at-5.07.10-pm.png

263.6 KB

sequence-to-sequence-unrolled-encoder-decoder.png

23.0 KB

study-group.png

425.2 KB

word-embeddings.jpg

76.9 KB

/.../Part 06-Module 01-Lesson 02_Applying Deep Learning/

01. Introduction.html

5.5 KB

02. Style Transfer.html

12.4 KB

03. DeepTraffic.html

6.5 KB

03. Traffic Navigation with Deep Reinforcement Learning-az5ElmV4DhY.en-US.vtt

7.9 KB

03. Traffic Navigation with Deep Reinforcement Learning-az5ElmV4DhY.en.vtt

7.5 KB

03. Traffic Navigation with Deep Reinforcement Learning-az5ElmV4DhY.mp4

40.0 MB

03. Traffic Navigation with Deep Reinforcement Learning-az5ElmV4DhY.pt-BR.vtt

7.8 KB

03. Traffic Navigation with Deep Reinforcement Learning-az5ElmV4DhY.zh-CN.vtt

7.6 KB

04. Flappy Bird.html

6.9 KB

05. Books to Read.html

6.0 KB

index.html

3.8 KB

/.../Part 06-Module 01-Lesson 02_Applying Deep Learning/img/

chi-waves.png

843.4 KB

flappy-bird.jpg

78.1 KB

grokking-deep-learning.jpg

71.2 KB

mat-headshot.png

184.3 KB

/.../Part 06-Module 01-Lesson 03_Anaconda/

01. Instructor.html

5.8 KB

02. Introduction.html

6.3 KB

02. Why Anaconda-VXukXZv7SCQ.ar.vtt

5.1 KB

02. Why Anaconda-VXukXZv7SCQ.en.vtt

3.5 KB

02. Why Anaconda-VXukXZv7SCQ.mp4

10.8 MB

02. Why Anaconda-VXukXZv7SCQ.pt-BR.vtt

3.3 KB

02. Why Anaconda-VXukXZv7SCQ.zh-CN.vtt

3.6 KB

03. What is Anaconda.html

10.8 KB

04. Installing Anaconda.html

7.8 KB

05. Managing packages.html

8.5 KB

06. Managing environments.html

8.9 KB

07. More environment actions.html

7.3 KB

08. Best practices.html

7.1 KB

09. On Python versions at Udacity.html

7.2 KB

index.html

4.2 KB

/.../Part 06-Module 01-Lesson 03_Anaconda/img/

conda-create-env.png

72.5 KB

conda-env-export.png

65.6 KB

conda-install.png

83.1 KB

conda-search.png

441.2 KB

screen-shot-2018-03-19-at-2.49.57-pm.png

453.1 KB

/.../Part 06-Module 01-Lesson 03_Anaconda/media/

conda_default_install.mp4

609.6 KB

conda_enter.mp4

99.6 KB

conda_install.mp4

206.6 KB

/.../Part 06-Module 01-Lesson 04_Jupyter Notebooks/

01. Instructor.html

6.0 KB

02. Jupyter-qiYDWFLyXvg.ar.vtt

3.5 KB

02. Jupyter-qiYDWFLyXvg.en.vtt

2.8 KB

02. Jupyter-qiYDWFLyXvg.mp4

7.5 MB

02. Jupyter-qiYDWFLyXvg.pt-BR.vtt

2.5 KB

02. Jupyter-qiYDWFLyXvg.zh-CN.vtt

2.7 KB

02. What are Jupyter notebooks.html

12.6 KB

03. Installing Jupyter Notebook.html

5.9 KB

04. Launching the notebook server.html

10.9 KB

05. Notebook interface.html

9.6 KB

06. Code cells.html

6.2 KB

07. Markdown cells.html

9.7 KB

08. Keyboard shortcuts.html

6.1 KB

09. Magic keywords.html

10.1 KB

10. Converting notebooks.html

7.2 KB

11. Creating a slideshow.html

8.1 KB

12. Finishing up.html

5.9 KB

index.html

4.4 KB

/.../Part 06-Module 01-Lesson 04_Jupyter Notebooks/img/

conda-environments.png

41.1 KB

conda-tab.png

112.6 KB

magic-matplotlib.png

92.9 KB

magic-pdb.png

70.3 KB

magic-timeit.png

161.1 KB

magic-timeit2.png

57.5 KB

nbconvert-example.png

75.1 KB

new-notebook.png

104.2 KB

notebook-components.png

31.0 KB

notebook-download.png

81.5 KB

notebook-json.png

97.6 KB

notebook-server.png

105.8 KB

notebook-shutdown.png

63.8 KB

screen-shot-2018-03-19-at-2.49.57-pm.png

453.1 KB

server-shutdown.png

159.2 KB

slides-cell-toolbar-menu.png

62.8 KB

slides-choose-slide-type.png

54.6 KB

/.../Part 06-Module 01-Lesson 04_Jupyter Notebooks/media/

command+palette.mp4

173.2 KB

Markdown+cells.mp4

338.3 KB

notebook+interface.mp4

220.6 KB

/.../Part 06-Module 01-Lesson 05_Matrix Math and NumPy Refresher/

01. Introduction.html

6.1 KB

02. Data Dimensions.html

5.9 KB

02. Data Has Dimensions-F4NSv776X0c.en.vtt

8.9 KB

02. Data Has Dimensions-F4NSv776X0c.mp4

11.1 MB

02. Data Has Dimensions-F4NSv776X0c.pt-BR.vtt

9.0 KB

02. Data Has Dimensions-F4NSv776X0c.zh-CN.vtt

7.8 KB

03. Data in NumPy.html

13.7 KB

04. Element-wise Matrix Operations-vjUykZyzko4.en.vtt

4.3 KB

04. Element-wise Matrix Operations-vjUykZyzko4.mp4

4.2 MB

04. Element-wise Matrix Operations-vjUykZyzko4.pt-BR.vtt

4.4 KB

04. Element-wise Matrix Operations-vjUykZyzko4.zh-CN.vtt

4.1 KB

04. Element-wise Matrix Operations.html

6.0 KB

05. Element-wise Operations in NumPy.html

9.4 KB

06. Matrix Multiplication Part 1-JRoCFQRP4B0.en.vtt

8.1 KB

06. Matrix Multiplication Part 1-JRoCFQRP4B0.mp4

6.2 MB

06. Matrix Multiplication Part 1-JRoCFQRP4B0.pt-BR.vtt

8.1 KB

06. Matrix Multiplication Part 1-JRoCFQRP4B0.zh-CN.vtt

7.9 KB

06. Matrix Multiplication Part 1.html

6.2 KB

07. Matrix Multiplication Part 2-8jtk8BzBdj8.en.vtt

10.1 KB

07. Matrix Multiplication Part 2-8jtk8BzBdj8.mp4

7.7 MB

07. Matrix Multiplication Part 2-8jtk8BzBdj8.pt-BR.vtt

9.5 KB

07. Matrix Multiplication Part 2-8jtk8BzBdj8.zh-CN.vtt

8.8 KB

07. Matrix Multiplication Part 2.html

7.2 KB

08. NumPy Matrix Multiplication.html

8.9 KB

09. Matrix Transposes-NVK5xCY3CZE.en-US.vtt

12.1 KB

09. Matrix Transposes-NVK5xCY3CZE.mp4

9.5 MB

09. Matrix Transposes-NVK5xCY3CZE.pt-BR.vtt

11.4 KB

09. Matrix Transposes-NVK5xCY3CZE.zh-CN.vtt

10.6 KB

09. Matrix Transposes.html

5.9 KB

10. Transposes in NumPy.html

9.4 KB

11. NumPy Quiz.html

10.7 KB

index.html

4.4 KB

/.../Part 06-Module 01-Lesson 05_Matrix Math and NumPy Refresher/img/

input-times-weights.png

53.1 KB

/.../Part 07-Module 01-Lesson 01_Introduction to Neural Networks/

01. Instructor.html

8.7 KB

02. Introduction-tn-CrUTkCUc.en.vtt

3.4 KB

02. Introduction-tn-CrUTkCUc.mp4

7.9 MB

02. Introduction-tn-CrUTkCUc.pt-BR.vtt

3.2 KB

02. Introduction-tn-CrUTkCUc.zh-CN.vtt

2.9 KB

02. Introduction.html

8.6 KB

03. Classification Problems 1.html

9.7 KB

03. Classsification Example-Dh625piH7Z0.en.vtt

2.8 KB

03. Classsification Example-Dh625piH7Z0.mp4

2.2 MB

03. Classsification Example-Dh625piH7Z0.pt-BR.vtt

2.6 KB

03. Classsification Example-Dh625piH7Z0.zh-CN.vtt

2.4 KB

04. Classification Example-46PywnGa_cQ.en.vtt

1.8 KB

04. Classification Example-46PywnGa_cQ.mp4

1.7 MB

04. Classification Example-46PywnGa_cQ.pt-BR.vtt

1.6 KB

04. Classification Example-46PywnGa_cQ.zh-CN.vtt

1.7 KB

04. Classification Problems 2.html

8.6 KB

05. Linear Boundaries-X-uMlsBi07k.en.vtt

3.9 KB

05. Linear Boundaries-X-uMlsBi07k.mp4

4.0 MB

05. Linear Boundaries-X-uMlsBi07k.pt-BR.vtt

3.8 KB

05. Linear Boundaries-X-uMlsBi07k.zh-CN.vtt

3.4 KB

05. Linear Boundaries.html

9.3 KB

06. 09 Higher Dimensions-eBHunImDmWw.en.vtt

3.0 KB

06. 09 Higher Dimensions-eBHunImDmWw.mp4

2.7 MB

06. 09 Higher Dimensions-eBHunImDmWw.pt-BR.vtt

2.7 KB

06. 09 Higher Dimensions-eBHunImDmWw.zh-CN.vtt

2.4 KB

06. Higher Dimensions.html

9.7 KB

07. DL 06 Perceptron Definition Fix V2-hImSxZyRiOw.en.vtt

6.0 KB

07. DL 06 Perceptron Definition Fix V2-hImSxZyRiOw.mp4

5.4 MB

07. DL 06 Perceptron Definition Fix V2-hImSxZyRiOw.pt-BR.vtt

5.7 KB

07. DL 06 Perceptron Definition Fix V2-hImSxZyRiOw.zh-CN.vtt

5.1 KB

07. Perceptrons.html

9.7 KB

08. Why Neural Networks-zAkzOZntK6Y.en.vtt

1.4 KB

08. Why Neural Networks-zAkzOZntK6Y.mp4

1.0 MB

08. Why Neural Networks-zAkzOZntK6Y.pt-BR.vtt

1.3 KB

08. Why Neural Networks-zAkzOZntK6Y.zh-CN.vtt

1.2 KB

08. Why Neural Networks.html

8.6 KB

09. AND And OR Perceptrons-45K5N0P9wJk.en.vtt

3.1 KB

09. AND And OR Perceptrons-45K5N0P9wJk.mp4

2.8 MB

09. AND And OR Perceptrons-45K5N0P9wJk.pt-BR.vtt

3.2 KB

09. AND And OR Perceptrons-45K5N0P9wJk.zh-CN.vtt

2.5 KB

09. Perceptrons as Logical Operators.html

19.5 KB

09. XOR Perceptron-TF83GfjYLdw.en.vtt

1.0 KB

09. XOR Perceptron-TF83GfjYLdw.mp4

969.7 KB

09. XOR Perceptron-TF83GfjYLdw.pt-BR.vtt

1.0 KB

09. XOR Perceptron-TF83GfjYLdw.zh-CN.vtt

1.0 KB

10. 07 Perceptron Algorithm Trick-lif_qPmXvWA.en.vtt

4.2 KB

10. 07 Perceptron Algorithm Trick-lif_qPmXvWA.mp4

3.8 MB

10. 07 Perceptron Algorithm Trick-lif_qPmXvWA.pt-BR.vtt

4.3 KB

10. 07 Perceptron Algorithm Trick-lif_qPmXvWA.zh-CN.vtt

3.6 KB

10. DL 10 S Perceptron Algorithm-fATmrG2hQzI.en.vtt

0.4 KB

10. DL 10 S Perceptron Algorithm-fATmrG2hQzI.mp4

266.3 KB

10. DL 10 S Perceptron Algorithm-fATmrG2hQzI.pt-BR.vtt

0.4 KB

10. DL 10 S Perceptron Algorithm-fATmrG2hQzI.zh-CN.vtt

0.4 KB

10. Perceptron Algorithm--zhTROHtscQ.en.vtt

2.7 KB

10. Perceptron Algorithm--zhTROHtscQ.mp4

2.0 MB

10. Perceptron Algorithm--zhTROHtscQ.pt-BR.vtt

2.5 KB

10. Perceptron Algorithm--zhTROHtscQ.zh-CN.vtt

2.4 KB

10. Perceptron Trick.html

12.4 KB

11. Perceptron Agorithm Pseudocode-p8Q3yu9YqYk.en.vtt

3.5 KB

11. Perceptron Agorithm Pseudocode-p8Q3yu9YqYk.mp4

3.0 MB

11. Perceptron Agorithm Pseudocode-p8Q3yu9YqYk.pt-BR.vtt

3.4 KB

11. Perceptron Algorithm.html

16.2 KB

12. Non-Linear Regions-B8UrWnHh1Wc.en.vtt

1.8 KB

12. Non-Linear Regions-B8UrWnHh1Wc.mp4

1.4 MB

12. Non-Linear Regions-B8UrWnHh1Wc.pt-BR.vtt

1.5 KB

12. Non-Linear Regions-B8UrWnHh1Wc.zh-CN.vtt

1.6 KB

12. Non-Linear Regions.html

8.6 KB

13. Error Functions-YfUUunxWIJw.en.vtt

0.8 KB

13. Error Functions-YfUUunxWIJw.mp4

3.7 MB

13. Error Functions-YfUUunxWIJw.pt-BR.vtt

0.8 KB

13. Error Functions-YfUUunxWIJw.zh-CN.vtt

0.7 KB

13. Error Functions.html

8.6 KB

14. Error Functions-jfKShxGAbok.en.vtt

9.7 KB

14. Error Functions-jfKShxGAbok.mp4

7.6 MB

14. Error Functions-jfKShxGAbok.pt-BR.vtt

9.4 KB

14. Error Functions-jfKShxGAbok.zh-CN.vtt

8.6 KB

14. Log-loss Error Function.html

10.1 KB

15. Discrete vs Continuous-rdP-RPDFkl0.en.vtt

0.6 KB

15. Discrete vs Continuous-rdP-RPDFkl0.mp4

2.4 MB

15. Discrete vs Continuous-rdP-RPDFkl0.pt-BR.vtt

0.6 KB

15. Discrete vs Continuous-rdP-RPDFkl0.zh-CN.vtt

0.5 KB

15. Discrete vs Continuous.html

10.8 KB

15. Discrete vs. Continuous-Rm2KxFaPiJg.en.vtt

5.8 KB

15. Discrete vs. Continuous-Rm2KxFaPiJg.mp4

5.6 MB

15. Discrete vs. Continuous-Rm2KxFaPiJg.pt-BR.vtt

5.8 KB

15. Discrete vs. Continuous-Rm2KxFaPiJg.zh-CN.vtt

4.8 KB

16. DL 18 Q Softmax V2-RC_A9Tu99y4.en.vtt

5.5 KB

16. DL 18 Q Softmax V2-RC_A9Tu99y4.mp4

4.2 MB

16. DL 18 Q Softmax V2-RC_A9Tu99y4.pt-BR.vtt

5.2 KB

16. DL 18 Q Softmax V2-RC_A9Tu99y4.zh-CN.vtt

4.5 KB

16. DL 18 S Softmax-n8S-v_LCTms.en.vtt

2.7 KB

16. DL 18 S Softmax-n8S-v_LCTms.mp4

2.0 MB

16. DL 18 S Softmax-n8S-v_LCTms.pt-BR.vtt

2.6 KB

16. DL 18 S Softmax-n8S-v_LCTms.zh-CN.vtt

2.4 KB

16. Quiz - Softmax-NNoezNnAMTY.en.vtt

0.5 KB

16. Quiz - Softmax-NNoezNnAMTY.mp4

1.8 MB

16. Quiz - Softmax-NNoezNnAMTY.pt-BR.vtt

0.5 KB

16. Quiz - Softmax-NNoezNnAMTY.zh-CN.vtt

0.5 KB

16. Softmax.html

12.9 KB

17. One-Hot Encoding-AePvjhyvsBo.en.vtt

2.3 KB

17. One-Hot Encoding-AePvjhyvsBo.mp4

1.7 MB

17. One-Hot Encoding-AePvjhyvsBo.pt-BR.vtt

2.1 KB

17. One-Hot Encoding-AePvjhyvsBo.zh-CN.vtt

2.1 KB

17. One-Hot Encoding.html

8.6 KB

18. Maximum Likelihood 1-1yJx-QtlvNI.en.vtt

1.7 KB

18. Maximum Likelihood 1-1yJx-QtlvNI.mp4

6.0 MB

18. Maximum Likelihood 1-1yJx-QtlvNI.pt-BR.vtt

1.7 KB

18. Maximum Likelihood 1-1yJx-QtlvNI.zh-CN.vtt

1.5 KB

18. Maximum Likelihood 2-6nUUeQ9AeUA.en.vtt

4.5 KB

18. Maximum Likelihood 2-6nUUeQ9AeUA.mp4

4.0 MB

18. Maximum Likelihood 2-6nUUeQ9AeUA.pt-BR.vtt

4.6 KB

18. Maximum Likelihood 2-6nUUeQ9AeUA.zh-CN.vtt

3.8 KB

18. Maximum Likelihood.html

10.8 KB

19. Maximizing Probabilities.html

10.4 KB

19. Quiz - Cross 1--xxrisIvD0E.en.vtt

0.9 KB

19. Quiz - Cross 1--xxrisIvD0E.mp4

3.2 MB

19. Quiz - Cross 1--xxrisIvD0E.pt-BR.vtt

0.9 KB

19. Quiz - Cross 1--xxrisIvD0E.zh-CN.vtt

0.8 KB

19. Quiz Cross Entropy-njq6bYrPqSU.en.vtt

2.4 KB

19. Quiz Cross Entropy-njq6bYrPqSU.mp4

2.0 MB

19. Quiz Cross Entropy-njq6bYrPqSU.pt-BR.vtt

2.3 KB

19. Quiz Cross Entropy-njq6bYrPqSU.zh-CN.vtt

2.1 KB

20. Cross Entropy 1-iREoPUrpXvE.en.vtt

4.9 KB

20. Cross Entropy 1-iREoPUrpXvE.mp4

4.4 MB

20. Cross Entropy 1-iREoPUrpXvE.pt-BR.vtt

5.1 KB

20. Cross Entropy 1-iREoPUrpXvE.zh-CN.vtt

4.2 KB

20. Cross-Entropy 1.html

8.8 KB

21. Cross-Entropy 2.html

11.2 KB

21. CrossEntropy V1-1BnhC6e0TFw.en.vtt

8.2 KB

21. CrossEntropy V1-1BnhC6e0TFw.mp4

6.9 MB

21. CrossEntropy V1-1BnhC6e0TFw.pt-BR.vtt

8.0 KB

21. CrossEntropy V1-1BnhC6e0TFw.zh-CN.vtt

6.8 KB

21. Formula For Cross 1-qvr_ego_d6w.en.vtt

0.6 KB

21. Formula For Cross 1-qvr_ego_d6w.mp4

2.2 MB

21. Formula For Cross 1-qvr_ego_d6w.pt-BR.vtt

0.7 KB

21. Formula For Cross 1-qvr_ego_d6w.zh-CN.vtt

0.5 KB

22. DL 27 Multi-Class Cross Entropy 2 Fix-keDswcqkees.en.vtt

4.8 KB

22. DL 27 Multi-Class Cross Entropy 2 Fix-keDswcqkees.mp4

4.3 MB

22. DL 27 Multi-Class Cross Entropy 2 Fix-keDswcqkees.pt-BR.vtt

4.7 KB

22. DL 27 Multi-Class Cross Entropy 2 Fix-keDswcqkees.zh-CN.vtt

4.1 KB

22. Multi-Class Cross Entropy.html

9.7 KB

23. DL 29 Logistic Regression-Minimizing The Error Function-KayqiYijlzc.en.vtt

1.7 KB

23. DL 29 Logistic Regression-Minimizing The Error Function-KayqiYijlzc.mp4

1.6 MB

23. DL 29 Logistic Regression-Minimizing The Error Function-KayqiYijlzc.pt-BR.vtt

1.5 KB

23. DL 29 Logistic Regression-Minimizing The Error Function-KayqiYijlzc.zh-CN.vtt

1.5 KB

23. Error Function-V5kkHldUlVU.en.vtt

5.0 KB

23. Error Function-V5kkHldUlVU.mp4

5.1 MB

23. Error Function-V5kkHldUlVU.pt-BR.vtt

5.3 KB

23. Error Function-V5kkHldUlVU.zh-CN.vtt

4.2 KB

23. Logistic Regression.html

10.3 KB

24. Gradient Descent-rhVIF-nigrY.en.vtt

3.9 KB

24. Gradient Descent-rhVIF-nigrY.mp4

3.9 MB

24. Gradient Descent-rhVIF-nigrY.pt-BR.vtt

4.1 KB

24. Gradient Descent.html

16.5 KB

25. Gradient Descent Algorithm-snxmBgi_GeU.en.vtt

2.6 KB

25. Gradient Descent Algorithm-snxmBgi_GeU.mp4

2.1 MB

25. Gradient Descent Algorithm-snxmBgi_GeU.pt-BR.vtt

2.7 KB

25. Gradient Descent Algorithm-snxmBgi_GeU.zh-CN.vtt

2.3 KB

25. Logistic Regression Algorithm.html

8.7 KB

26. Pre-Lab Gradient Descent.html

10.4 KB

27. Notebook Gradient Descent.html

9.0 KB

28. Gradient Descent Vs Perceptron Algorithm-uL5LuRPivTA.en.vtt

4.4 KB

28. Gradient Descent Vs Perceptron Algorithm-uL5LuRPivTA.mp4

3.4 MB

28. Gradient Descent Vs Perceptron Algorithm-uL5LuRPivTA.pt-BR.vtt

4.3 KB

28. Gradient Descent Vs Perceptron Algorithm-uL5LuRPivTA.zh-CN.vtt

3.7 KB

28. Perceptron vs Gradient Descent.html

9.0 KB

29. Continuous Perceptrons-07-JJ-aGEfM.en.vtt

1.4 KB

29. Continuous Perceptrons-07-JJ-aGEfM.mp4

1.2 MB

29. Continuous Perceptrons-07-JJ-aGEfM.pt-BR.vtt

1.3 KB

29. Continuous Perceptrons-07-JJ-aGEfM.zh-CN.vtt

1.2 KB

29. Continuous Perceptrons.html

8.6 KB

30. Non-Linear Data-F7ZiE8PQiSc.en.vtt

0.6 KB

30. Non-Linear Data-F7ZiE8PQiSc.mp4

2.2 MB

30. Non-Linear Data-F7ZiE8PQiSc.pt-BR.vtt

0.6 KB

30. Non-Linear Data-F7ZiE8PQiSc.zh-CN.vtt

0.6 KB

30. Non-linear Data.html

8.6 KB

31. Non-Linear Models-HWuBKCZsCo8.en.vtt

1.3 KB

31. Non-Linear Models-HWuBKCZsCo8.mp4

1.2 MB

31. Non-Linear Models-HWuBKCZsCo8.pt-BR.vtt

1.4 KB

31. Non-Linear Models-HWuBKCZsCo8.zh-CN.vtt

1.1 KB

31. Non-Linear Models.html

8.6 KB

32. 29 Neural Network Architecture 2-FWN3Sw5fFoM.en.vtt

3.1 KB

32. 29 Neural Network Architecture 2-FWN3Sw5fFoM.mp4

3.0 MB

32. 29 Neural Network Architecture 2-FWN3Sw5fFoM.pt-BR.vtt

3.4 KB

32. 29 Neural Network Architecture 2-FWN3Sw5fFoM.zh-CN.vtt

2.8 KB

32. Combinando modelos-Boy3zHVrWB4.en.vtt

5.4 KB

32. Combinando modelos-Boy3zHVrWB4.mp4

5.0 MB

32. Combinando modelos-Boy3zHVrWB4.pt-BR.vtt

5.4 KB

32. Combinando modelos-Boy3zHVrWB4.zh-CN.vtt

4.7 KB

32. Layers-pg99FkXYK0M.en.vtt

3.5 KB

32. Layers-pg99FkXYK0M.mp4

3.3 MB

32. Layers-pg99FkXYK0M.pt-BR.vtt

3.4 KB

32. Layers-pg99FkXYK0M.zh-CN.vtt

3.1 KB

32. Multiclass Classification-uNTtvxwfox0.en.vtt

2.1 KB

32. Multiclass Classification-uNTtvxwfox0.mp4

2.0 MB

32. Multiclass Classification-uNTtvxwfox0.pt-BR.vtt

2.2 KB

32. Multiclass Classification-uNTtvxwfox0.zh-CN.vtt

1.9 KB

32. Neural Network Architecture.html

13.2 KB

33. DL 41 Feedforward FIX V2-hVCuvMGOfyY.en.vtt

6.3 KB

33. DL 41 Feedforward FIX V2-hVCuvMGOfyY.mp4

5.6 MB

33. DL 41 Feedforward FIX V2-hVCuvMGOfyY.pt-BR.vtt

6.9 KB

33. DL 41 Feedforward FIX V2-hVCuvMGOfyY.zh-CN.vtt

5.5 KB

33. DL 42 Neural Network Error Function (1)-SC1wEW7TtKs.en.vtt

2.0 KB

33. DL 42 Neural Network Error Function (1)-SC1wEW7TtKs.mp4

1.8 MB

33. DL 42 Neural Network Error Function (1)-SC1wEW7TtKs.pt-BR.vtt

2.2 KB

33. DL 42 Neural Network Error Function (1)-SC1wEW7TtKs.zh-CN.vtt

1.7 KB

33. Feedforward.html

9.9 KB

34. Backpropagation V2-1SmY3TZTyUk.en.vtt

7.4 KB

34. Backpropagation V2-1SmY3TZTyUk.mp4

6.8 MB

34. Backpropagation V2-1SmY3TZTyUk.pt-BR.vtt

7.3 KB

34. Backpropagation V2-1SmY3TZTyUk.zh-CN.vtt

6.5 KB

34. Backpropagation.html

12.8 KB

34. Calculating The Gradient 1 -tVuZDbUrzzI.en.vtt

3.5 KB

34. Calculating The Gradient 1 -tVuZDbUrzzI.mp4

3.5 MB

34. Calculating The Gradient 1 -tVuZDbUrzzI.pt-BR.vtt

3.5 KB

34. Calculating The Gradient 1 -tVuZDbUrzzI.zh-CN.vtt

3.0 KB

34. Chain Rule-YAhIBOnbt54.en.vtt

1.7 KB

34. Chain Rule-YAhIBOnbt54.mp4

1.5 MB

34. Chain Rule-YAhIBOnbt54.pt-BR.vtt

1.8 KB

34. Chain Rule-YAhIBOnbt54.zh-CN.vtt

1.5 KB

34. DL 46 Calculating The Gradient 2 V2 (2)-7lidiTGIlN4.en.vtt

6.3 KB

34. DL 46 Calculating The Gradient 2 V2 (2)-7lidiTGIlN4.mp4

6.0 MB

34. DL 46 Calculating The Gradient 2 V2 (2)-7lidiTGIlN4.pt-BR.vtt

6.7 KB

34. DL 46 Calculating The Gradient 2 V2 (2)-7lidiTGIlN4.zh-CN.vtt

5.2 KB

35. Pre-Lab Analyzing Student Data.html

9.5 KB

36. Notebook Analyzing Student Data.html

9.0 KB

37. Outro.html

8.6 KB

index.html

6.5 KB

/.../Part 07-Module 01-Lesson 01_Introduction to Neural Networks/img/

and-quiz.png

272.2 KB

and-to-or.png

620.7 KB

codecogseqn-43.gif

8.2 KB

codecogseqn-49.gif

2.1 KB

codecogseqn-58.gif

0.9 KB

codecogseqn-60-2.png

9.2 KB

meme.png

214.1 KB

or-quiz.png

403.1 KB

perceptronquiz.png

95.9 KB

points.png

64.7 KB

screen-shot-2018-03-19-at-3.49.28-pm.png

482.9 KB

sigmoid-derivative.gif

2.1 KB

student-quiz.png

767.0 KB

xor-quiz.png

96.4 KB

xor.png

220.1 KB

/.../Part 07-Module 01-Lesson 02_Implementing Gradient Descent/

01. Mean Squared Error Function.html

6.2 KB

02. Gradient Descent-29PmNG7fuuM.en.vtt

1.6 KB

02. Gradient Descent-29PmNG7fuuM.mp4

2.6 MB

02. Gradient Descent-29PmNG7fuuM.pt-BR.vtt

1.6 KB

02. Gradient Descent-29PmNG7fuuM.zh-CN.vtt

1.4 KB

02. Gradient Descent.html

12.9 KB

03. Gradient Descent The Math.html

6.1 KB

03. Gradient Descent-Math-7sxA5Ap8AWM.en.vtt

11.1 KB

03. Gradient Descent-Math-7sxA5Ap8AWM.mp4

11.8 MB

03. Gradient Descent-Math-7sxA5Ap8AWM.pt-BR.vtt

11.1 KB

03. Gradient Descent-Math-7sxA5Ap8AWM.zh-CN.vtt

9.7 KB

04. Gradient Descent The Code.html

11.0 KB

05. Implementing Gradient Descent.html

27.3 KB

06. Multilayer perceptrons-Rs9petvTBLk.en-US.vtt

1.7 KB

06. Multilayer perceptrons-Rs9petvTBLk.mp4

3.0 MB

06. Multilayer perceptrons-Rs9petvTBLk.pt-BR.vtt

1.7 KB

06. Multilayer perceptrons-Rs9petvTBLk.zh-CN.vtt

1.4 KB

06. Multilayer Perceptrons.html

21.5 KB

07. Backpropagation-MZL97-2joxQ.en-US.vtt

2.5 KB

07. Backpropagation-MZL97-2joxQ.mp4

3.6 MB

07. Backpropagation-MZL97-2joxQ.pt-BR.vtt

2.5 KB

07. Backpropagation-MZL97-2joxQ.zh-CN.vtt

2.2 KB

07. Backpropagation.html

19.8 KB

08. Implementing Backpropagation.html

21.9 KB

09. Further Reading.html

5.9 KB

index.html

4.3 KB

/.../Part 07-Module 01-Lesson 02_Implementing Gradient Descent/img/

admissions-data.png

121.2 KB

backprop-error.gif

3.0 KB

backprop-general.gif

2.3 KB

backprop-network.png

13.4 KB

backprop-weight-update.gif

1.7 KB

codecogseqn-2.png

2.3 KB

derivative-example.png

56.4 KB

example-data.png

94.3 KB

gradient-descent.png

73.7 KB

hidden-errors.gif

2.9 KB

hidden-layer-weights.gif

1.8 KB

input-times-weights.png

53.1 KB

inputs-matrix.png

5.7 KB

local-minima.png

39.0 KB

mat-headshot.png

184.3 KB

matrix-mult-3.png

80.9 KB

mse.png

3.3 KB

multilayer-diagram-weights.png

49.7 KB

network-with-labeled-nodes.png

53.2 KB

network-with-labeled-weights.png

60.9 KB

weight-label-reference.gif

2.9 KB

/.../Part 07-Module 01-Lesson 03_Training Neural Networks/

01. Instructor.html

6.3 KB

02. Training Optimization-UiGKhx9pUYc.en.vtt

0.8 KB

02. Training Optimization-UiGKhx9pUYc.mp4

3.1 MB

02. Training Optimization-UiGKhx9pUYc.pt-BR.vtt

0.9 KB

02. Training Optimization-UiGKhx9pUYc.zh-CN.vtt

0.8 KB

02. Training Optimization.html

6.3 KB

03. Testing-EeBZpb-PSac.en.vtt

2.5 KB

03. Testing-EeBZpb-PSac.mp4

2.1 MB

03. Testing-EeBZpb-PSac.pt-BR.vtt

2.4 KB

03. Testing-EeBZpb-PSac.zh-CN.vtt

2.0 KB

03. Testing.html

6.2 KB

04. Overfitting and Underfitting.html

6.4 KB

04. Underfitting And Overfitting-xj4PlXMsN-Y.en.vtt

7.7 KB

04. Underfitting And Overfitting-xj4PlXMsN-Y.mp4

6.7 MB

04. Underfitting And Overfitting-xj4PlXMsN-Y.pt-BR.vtt

8.3 KB

04. Underfitting And Overfitting-xj4PlXMsN-Y.zh-CN.vtt

6.7 KB

05. Early Stopping.html

6.3 KB

05. Model Complexity Graph-NnS0FJyVcDQ.en.vtt

5.4 KB

05. Model Complexity Graph-NnS0FJyVcDQ.mp4

5.1 MB

05. Model Complexity Graph-NnS0FJyVcDQ.pt-BR.vtt

5.7 KB

05. Model Complexity Graph-NnS0FJyVcDQ.zh-CN.vtt

4.8 KB

06. DL 53 Q Regularization-KxROxcRsHL8.en.vtt

1.2 KB

06. DL 53 Q Regularization-KxROxcRsHL8.mp4

1.1 MB

06. DL 53 Q Regularization-KxROxcRsHL8.pt-BR.vtt

1.2 KB

06. DL 53 Q Regularization-KxROxcRsHL8.zh-CN.vtt

1.0 KB

06. Regularization.html

7.3 KB

07. Regularization 2.html

6.3 KB

07. Regularization-ndYnUrx8xvs.en.vtt

8.3 KB

07. Regularization-ndYnUrx8xvs.mp4

7.9 MB

07. Regularization-ndYnUrx8xvs.pt-BR.vtt

9.0 KB

07. Regularization-ndYnUrx8xvs.zh-CN.vtt

7.1 KB

08. Dropout-Ty6K6YiGdBs.en.vtt

4.8 KB

08. Dropout-Ty6K6YiGdBs.mp4

4.4 MB

08. Dropout-Ty6K6YiGdBs.pt-BR.vtt

4.8 KB

08. Dropout-Ty6K6YiGdBs.zh-CN.vtt

4.2 KB

08. Dropout.html

6.2 KB

09. Local Minima-gF_sW_nY-xw.en.vtt

1.2 KB

09. Local Minima-gF_sW_nY-xw.mp4

839.5 KB

09. Local Minima-gF_sW_nY-xw.pt-BR.vtt

1.1 KB

09. Local Minima-gF_sW_nY-xw.zh-CN.vtt

1.0 KB

09. Local Minima.html

6.3 KB

10. Random Restart-idyBBCzXiqg.en.vtt

0.5 KB

10. Random Restart-idyBBCzXiqg.mp4

404.5 KB

10. Random Restart-idyBBCzXiqg.pt-BR.vtt

0.5 KB

10. Random Restart-idyBBCzXiqg.zh-CN.vtt

0.4 KB

10. Random Restart.html

6.3 KB

11. Vanishing Gradient-W_JJm_5syFw.en.vtt

1.5 KB

11. Vanishing Gradient-W_JJm_5syFw.mp4

1.4 MB

11. Vanishing Gradient-W_JJm_5syFw.pt-BR.vtt

1.6 KB

11. Vanishing Gradient-W_JJm_5syFw.zh-CN.vtt

1.3 KB

11. Vanishing Gradient.html

6.3 KB

12. Other Activation Functions-kA-1vUt6cvQ.en.vtt

2.7 KB

12. Other Activation Functions-kA-1vUt6cvQ.mp4

2.4 MB

12. Other Activation Functions-kA-1vUt6cvQ.pt-BR.vtt

2.6 KB

12. Other Activation Functions-kA-1vUt6cvQ.zh-CN.vtt

2.4 KB

12. Other Activation Functions.html

6.7 KB

13. Batch vs Stochastic Gradient Descent-2p58rVgqsgo.en.vtt

4.8 KB

13. Batch vs Stochastic Gradient Descent-2p58rVgqsgo.mp4

4.1 MB

13. Batch vs Stochastic Gradient Descent-2p58rVgqsgo.pt-BR.vtt

4.7 KB

13. Batch vs Stochastic Gradient Descent-2p58rVgqsgo.zh-CN.vtt

4.2 KB

13. Batch vs Stochastic Gradient Descent.html

6.4 KB

14. Learning Rate Decay.html

6.3 KB

14. Learning Rate-TwJ8aSZoh2U.en.vtt

1.1 KB

14. Learning Rate-TwJ8aSZoh2U.mp4

949.3 KB

14. Learning Rate-TwJ8aSZoh2U.pt-BR.vtt

1.3 KB

14. Learning Rate-TwJ8aSZoh2U.zh-CN.vtt

1.0 KB

15. Momentum-r-rYz_PEWC8.en.vtt

2.6 KB

15. Momentum-r-rYz_PEWC8.mp4

2.2 MB

15. Momentum-r-rYz_PEWC8.pt-BR.vtt

2.8 KB

15. Momentum-r-rYz_PEWC8.zh-CN.vtt

2.3 KB

15. Momentum.html

6.2 KB

16. Error Functions Around the World-34AAcTECu2A.en.vtt

1.2 KB

16. Error Functions Around the World-34AAcTECu2A.mp4

1.8 MB

16. Error Functions Around the World-34AAcTECu2A.pt-BR.vtt

1.1 KB

16. Error Functions Around the World-34AAcTECu2A.zh-CN.vtt

1.1 KB

16. Error Functions Around the World.html

6.4 KB

index.html

4.7 KB

/.../Part 07-Module 01-Lesson 03_Training Neural Networks/img/

regularization-quiz.png

90.0 KB

screen-shot-2018-03-19-at-3.49.28-pm.png

482.9 KB

/.../Part 07-Module 01-Lesson 04_Sentiment Analysis/

01. Introducing Andrew Trask-ltO71Bm8b3M.en.vtt

0.7 KB

01. Introducing Andrew Trask-ltO71Bm8b3M.mp4

4.3 MB

01. Introducing Andrew Trask-ltO71Bm8b3M.pt-BR.vtt

1.3 KB

01. Introducing Andrew Trask-ltO71Bm8b3M.zh-CN.vtt

0.7 KB

01. Introducing Andrew Trask.html

7.2 KB

02. Andrew Trask - Intro-da1I0mea1jQ.en-US.vtt

5.6 KB

02. Andrew Trask - Intro-da1I0mea1jQ.mp4

24.9 MB

02. Andrew Trask - Intro-da1I0mea1jQ.pt-BR.vtt

3.8 KB

02. Andrew Trask - Intro-da1I0mea1jQ.zh-CN.vtt

5.1 KB

02. Meet Andrew.html

7.5 KB

03. Materials.html

9.4 KB

04. The Notebooks.html

7.6 KB

05. Framing the Problem-IsTOnkAKaJw.en.vtt

9.0 KB

05. Framing the Problem-IsTOnkAKaJw.mp4

18.5 MB

05. Framing the Problem-IsTOnkAKaJw.pt-BR.vtt

8.0 KB

05. Framing the Problem-IsTOnkAKaJw.zh-CN.vtt

8.5 KB

05. Framing the Problem.html

7.2 KB

06. Mini Project 1.html

7.7 KB

07. Mini Project 1 Solution-l4r5l0HvHRI.en.vtt

9.0 KB

07. Mini Project 1 Solution-l4r5l0HvHRI.mp4

26.0 MB

07. Mini Project 1 Solution-l4r5l0HvHRI.pt-BR.vtt

7.8 KB

07. Mini Project 1 Solution-l4r5l0HvHRI.zh-CN.vtt

9.1 KB

07. Mini Project 1 Solution.html

7.5 KB

08. Transforming Text into Numbers-7rHBU5cbePE.en.vtt

5.2 KB

08. Transforming Text into Numbers-7rHBU5cbePE.mp4

7.0 MB

08. Transforming Text into Numbers-7rHBU5cbePE.pt-BR.vtt

4.3 KB

08. Transforming Text into Numbers-7rHBU5cbePE.zh-CN.vtt

4.4 KB

08. Transforming Text into Numbers.html

7.2 KB

09. Mini Project 2.html

9.7 KB

10. Mini Project 2 Solution-45ihpPaeO8E.en.vtt

5.2 KB

10. Mini Project 2 Solution-45ihpPaeO8E.mp4

9.7 MB

10. Mini Project 2 Solution-45ihpPaeO8E.pt-BR.vtt

4.0 KB

10. Mini Project 2 Solution-45ihpPaeO8E.zh-CN.vtt

4.7 KB

10. Mini Project 2 Solution.html

7.5 KB

11. Building a Neural Network-aM2k7RTjjJI.en.vtt

3.4 KB

11. Building a Neural Network-aM2k7RTjjJI.mp4

10.7 MB

11. Building a Neural Network-aM2k7RTjjJI.pt-BR.vtt

2.9 KB

11. Building a Neural Network-aM2k7RTjjJI.zh-CN.vtt

3.0 KB

11. Building a Neural Network.html

7.2 KB

12. Mini Project 3.html

8.7 KB

13. Mini Project 3 Solution-imnxzCev4SI.en.vtt

18.9 KB

13. Mini Project 3 Solution-imnxzCev4SI.mp4

57.2 MB

13. Mini Project 3 Solution-imnxzCev4SI.pt-BR.vtt

16.2 KB

13. Mini Project 3 Solution-imnxzCev4SI.zh-CN.vtt

16.2 KB

13. Mini Project 3 Solution.html

7.5 KB

14. Understanding Neural Noise-ubqhh4Iv7O4.en.vtt

16.0 KB

14. Understanding Neural Noise-ubqhh4Iv7O4.mp4

52.7 MB

14. Understanding Neural Noise-ubqhh4Iv7O4.pt-BR.vtt

14.0 KB

14. Understanding Neural Noise-ubqhh4Iv7O4.zh-CN.vtt

13.8 KB

14. Understanding Neural Noise.html

7.2 KB

15. Mini Project 4.html

7.8 KB

16. Understanding Inefficiencies in our Network-4MuS-6ATxCU.en.vtt

9.5 KB

16. Understanding Inefficiencies in our Network-4MuS-6ATxCU.mp4

21.7 MB

16. Understanding Inefficiencies in our Network-4MuS-6ATxCU.pt-BR.vtt

8.0 KB

16. Understanding Inefficiencies in our Network-4MuS-6ATxCU.zh-CN.vtt

8.4 KB

16. Understanding Inefficiencies in our Network.html

7.3 KB

17. Mini Project 5.html

8.6 KB

18. Mini Project 5 Solution-Hv86B_jjWTI.en.vtt

9.8 KB

18. Mini Project 5 Solution-Hv86B_jjWTI.mp4

30.3 MB

18. Mini Project 5 Solution-Hv86B_jjWTI.pt-BR.vtt

8.5 KB

18. Mini Project 5 Solution-Hv86B_jjWTI.zh-CN.vtt

8.4 KB

18. Mini Project 5 Solution.html

7.5 KB

19. Further Noise Reduction-Kl3hWxizKVg.en.vtt

11.2 KB

19. Further Noise Reduction-Kl3hWxizKVg.mp4

23.4 MB

19. Further Noise Reduction-Kl3hWxizKVg.pt-BR.vtt

10.4 KB

19. Further Noise Reduction-Kl3hWxizKVg.zh-CN.vtt

10.2 KB

19. Further Noise Reduction.html

7.2 KB

20. Mini Project 6.html

8.8 KB

21. Mini Project 6 Solution-ji0famK7gOQ.en.vtt

14.3 KB

21. Mini Project 6 Solution-ji0famK7gOQ.mp4

41.0 MB

21. Mini Project 6 Solution-ji0famK7gOQ.pt-BR.vtt

12.5 KB

21. Mini Project 6 Solution-ji0famK7gOQ.zh-CN.vtt

12.4 KB

21. Mini Project 6 Solution.html

7.6 KB

22. Analysis What's Going on in the Weights-UHsT35pbpcE.en.vtt

14.0 KB

22. Analysis What's Going on in the Weights-UHsT35pbpcE.mp4

35.3 MB

22. Analysis What's Going on in the Weights-UHsT35pbpcE.pt-BR.vtt

12.9 KB

22. Analysis What's Going on in the Weights-UHsT35pbpcE.zh-CN.vtt

12.4 KB

22. Analysis What's Going on in the Weights.html

7.6 KB

23. Andrew Trask - Outro-nIF0GLOQglQ.en-US.vtt

2.8 KB

23. Andrew Trask - Outro-nIF0GLOQglQ.mp4

12.4 MB

23. Andrew Trask - Outro-nIF0GLOQglQ.pt-BR.vtt

2.2 KB

23. Andrew Trask - Outro-nIF0GLOQglQ.zh-CN.vtt

2.5 KB

23. Conclusion.html

7.2 KB

index.html

5.4 KB

/.../Part 07-Module 01-Lesson 04_Sentiment Analysis/img/

notebook.png

71.9 KB

/.../Part 07-Module 01-Lesson 05_Keras/

01. Intro.html

6.2 KB

02. Keras.html

15.9 KB

03. Pre-Lab Student Admissions in Keras.html

11.8 KB

04. Lab Student Admissions in Keras.html

6.0 KB

05. Optimizers in Keras.html

6.3 KB

06. Keras Lab-a50un22BsLI.en.vtt

0.6 KB

06. Keras Lab-a50un22BsLI.mp4

2.3 MB

06. Keras Lab-a50un22BsLI.pt-BR.vtt

0.6 KB

06. Keras Lab-a50un22BsLI.zh-CN.vtt

0.5 KB

06. Mini Project Intro.html

5.5 KB

07. Pre-Lab IMDB Data in Keras.html

9.8 KB

08. Lab IMDB Data in Keras.html

6.0 KB

index.html

4.1 KB

/.../Part 07-Module 01-Lesson 05_Keras/img/

all-ranks.png

315.9 KB

data.png

50.7 KB

meme.png

214.1 KB

student-acceptance.png

21.0 KB

summary.png

96.0 KB

/.../Part 07-Module 01-Lesson 06_TensorFlow/

01. Intro.html

8.6 KB

02. Installing TensorFlow.html

9.0 KB

03. Hello, Tensor World!.html

9.2 KB

04. Quiz TensorFlow Linear Function.html

22.4 KB

05. Quiz TensorFlow Softmax.html

9.4 KB

06. Quiz TensorFlow Cross Entropy.html

9.8 KB

07. Quiz Mini-batch.html

26.5 KB

08. Epochs.html

13.7 KB

09. Pre-Lab NotMNIST in TensorFlow.html

8.9 KB

10. Lab NotMNIST in TensorFlow.html

7.0 KB

11. Two-layer Neural Network.html

8.3 KB

12. Quiz TensorFlow ReLUs.html

10.0 KB

13. Deep Neural Network in TensorFlow.html

12.3 KB

14. Save and Restore TensorFlow Models.html

15.4 KB

15. Finetuning.html

10.7 KB

16. Quiz TensorFlow Dropout.html

14.3 KB

17. Conclusion-wOiUQDgGD9E.en.vtt

0.7 KB

17. Conclusion-wOiUQDgGD9E.mp4

2.7 MB

17. Conclusion-wOiUQDgGD9E.pt-BR.vtt

1.0 KB

17. Conclusion-wOiUQDgGD9E.zh-CN.vtt

0.7 KB

17. Outro.html

6.5 KB

index.html

4.9 KB

/.../Part 07-Module 01-Lesson 06_TensorFlow/img/

cross-entropy-diagram.png

64.2 KB

dropout-node.jpeg

64.2 KB

layers.png

293.0 KB

linear-equation.gif

1.3 KB

meme.png

214.1 KB

mnist-012.png

20.7 KB

multi-layer.png

219.5 KB

notmnist.png

55.5 KB

relu-network.png

31.8 KB

session.png

31.6 KB

softmax-input-output.png

53.7 KB

tensorflow.png

87.3 KB

weights-0-1-2.png

25.2 KB

/.../Part 07-Module 01-Lesson 06_TensorFlow/media/

nmn.png

10.1 KB

/.../Part 08-Module 01-Lesson 01_Cloud Computing/

01. Overview.html

6.6 KB

02. Create an AWS Account.html

6.0 KB

03. Get Access to GPU Instances.html

8.8 KB

04. Apply Credits.html

6.8 KB

05. Launch an Instance.html

12.8 KB

06. Login to the Instance.html

9.7 KB

07. More Resources.html

5.5 KB

index.html

4.0 KB

/.../Part 08-Module 01-Lesson 01_Cloud Computing/img/

amazonwebservices-logo.svg.png

109.7 KB

aws-add-sec-group.png

42.7 KB

aws-create-account.png

13.8 KB

edit-security-group.png

13.1 KB

launch-instance.png

23.1 KB

launch.png

9.1 KB

p2-limit-increase.png

192.7 KB

p2xlarge-limit-request.png

132.8 KB

review-and-launch.png

16.1 KB

screen-shot-2017-06-13-at-12.58.03-pm.png

201.0 KB

screen-shot-2017-11-26-at-9.38.24-am.png

451.5 KB

screen-shot-2017-11-26-at-9.55.20-am.png

424.2 KB

screen-shot-2017-11-26-at-10.30.15-am.png

148.6 KB

screen-shot-2018-01-08-at-5.37.22-am.png

34.0 KB

screen-shot-2018-01-08-at-5.38.03-am.png

282.8 KB

screen-shot-2018-07-19-at-5.39.37-pm.png

134.2 KB

stop.png

48.7 KB

/.../Part 08-Module 01-Lesson 02_CNNs in TensorFlow/

01. Convolutional Layers.html

9.7 KB

02. Quiz Convolutional Layers.html

9.0 KB

03. Solution Convolutional Layers.html

6.9 KB

04. Max Pooling Layers.html

8.0 KB

05. Quiz Max Pooling Layers.html

7.6 KB

06. Solution Max Pooling Layers.html

6.4 KB

07. CNNs in TensorFlow.html

13.0 KB

08. CNNs - Additional Resources.html

6.1 KB

index.html

4.2 KB

/.../Part 08-Module 01-Lesson 02_CNNs in TensorFlow/img/

arch.png

1.3 MB

convolution-schematic.gif

65.2 KB

max-pooling.png

25.8 KB

/.../Part 08-Module 01-Lesson 03_Weight Initialization/

01. Weight Initialization Intro.html

5.8 KB

02. Ones and Zeros.html

5.3 KB

02. Weight Initialization 1-6vXMYu_TQIA.en.vtt

9.9 KB

02. Weight Initialization 1-6vXMYu_TQIA.mp4

11.3 MB

02. Weight Initialization 1-6vXMYu_TQIA.pt-BR.vtt

8.4 KB

02. Weight Initialization 1-6vXMYu_TQIA.zh-CN.vtt

8.3 KB

03. Uniform Distribution.html

5.3 KB

03. Weight Initialization 2-BI3f0Cdc_nU.en.vtt

9.7 KB

03. Weight Initialization 2-BI3f0Cdc_nU.mp4

11.6 MB

03. Weight Initialization 2-BI3f0Cdc_nU.pt-BR.vtt

8.6 KB

03. Weight Initialization 2-BI3f0Cdc_nU.zh-CN.vtt

8.2 KB

04. Too Small.html

5.3 KB

04. Weight Initialization 3-JIQl0jMpdsI.en.vtt

4.3 KB

04. Weight Initialization 3-JIQl0jMpdsI.mp4

5.7 MB

04. Weight Initialization 3-JIQl0jMpdsI.pt-BR.vtt

3.7 KB

04. Weight Initialization 3-JIQl0jMpdsI.zh-CN.vtt

3.7 KB

05. Normal Distribution.html

5.3 KB

05. Weight Initialization 4-FM6t7AsodGQ.en.vtt

8.5 KB

05. Weight Initialization 4-FM6t7AsodGQ.mp4

10.0 MB

05. Weight Initialization 4-FM6t7AsodGQ.pt-BR.vtt

7.4 KB

05. Weight Initialization 4-FM6t7AsodGQ.zh-CN.vtt

7.0 KB

06. Additional Material.html

5.6 KB

index.html

4.0 KB

/.../Part 08-Module 01-Lesson 03_Weight Initialization/img/

mat-headshot.png

184.3 KB

/.../Part 08-Module 01-Lesson 04_Convolutional Neural Networks/

01. Introducing Alexis-38ExGpdyvJI.en.vtt

0.7 KB

01. Introducing Alexis-38ExGpdyvJI.mp4

2.2 MB

01. Introducing Alexis-38ExGpdyvJI.pt-BR.vtt

0.6 KB

01. Introducing Alexis-38ExGpdyvJI.zh-CN.vtt

0.6 KB

01. Introducing Alexis.html

8.0 KB

02. Applications of CNNs-HrYNL_1SV2Y.en.vtt

5.5 KB

02. Applications of CNNs-HrYNL_1SV2Y.mp4

18.6 MB

02. Applications of CNNs-HrYNL_1SV2Y.pt-BR.vtt

5.8 KB

02. Applications of CNNs-HrYNL_1SV2Y.zh-CN.vtt

4.8 KB

02. Applications of CNNs.html

13.2 KB

03. How Computers Interpret Images-V4f6p6uRhu8.en.vtt

5.7 KB

03. How Computers Interpret Images-V4f6p6uRhu8.mp4

6.5 MB

03. How Computers Interpret Images-V4f6p6uRhu8.pt-BR.vtt

6.1 KB

03. How Computers Interpret Images-V4f6p6uRhu8.zh-CN.vtt

5.0 KB

03. How Computers Interpret Images.html

9.2 KB

04. MLPs For Image Classification-TIFStebu530.en.vtt

3.9 KB

04. MLPs For Image Classification-TIFStebu530.mp4

4.6 MB

04. MLPs For Image Classification-TIFStebu530.pt-BR.vtt

4.2 KB

04. MLPs For Image Classification-TIFStebu530.zh-CN.vtt

3.5 KB

04. MLPs for Image Classification.html

8.5 KB

05. Categorical Cross-Entropy-3sDYifgjFck.en.vtt

4.9 KB

05. Categorical Cross-Entropy-3sDYifgjFck.mp4

5.7 MB

05. Categorical Cross-Entropy-3sDYifgjFck.pt-BR.vtt

5.2 KB

05. Categorical Cross-Entropy-3sDYifgjFck.zh-CN.vtt

4.3 KB

05. Categorical Cross-Entropy.html

9.3 KB

06. Model Validation in Keras-002jNXSM6CU.en.vtt

5.6 KB

06. Model Validation in Keras-002jNXSM6CU.mp4

5.5 MB

06. Model Validation in Keras-002jNXSM6CU.pt-BR.vtt

6.2 KB

06. Model Validation in Keras-002jNXSM6CU.zh-CN.vtt

4.9 KB

06. Model Validation in Keras.html

8.5 KB

07. When do MLPs (not) work well .html

8.1 KB

07. When do MLPs (not) work well-deMeuLdZN3Q.en.vtt

3.7 KB

07. When do MLPs (not) work well-deMeuLdZN3Q.mp4

5.8 MB

07. When do MLPs (not) work well-deMeuLdZN3Q.pt-BR.vtt

3.9 KB

07. When do MLPs (not) work well-deMeuLdZN3Q.zh-CN.vtt

3.2 KB

08. Mini Project Training an MLP on MNIST.html

11.1 KB

09. Local Connectivity-z9wiDg0w-Dc.en.vtt

9.2 KB

09. Local Connectivity-z9wiDg0w-Dc.mp4

13.7 MB

09. Local Connectivity-z9wiDg0w-Dc.pt-BR.vtt

9.5 KB

09. Local Connectivity-z9wiDg0w-Dc.zh-CN.vtt

7.8 KB

09. Local Connectivity.html

7.8 KB

10. Convolutional Layers (Part 1).html

7.8 KB

10. Convolutional Layers-h5R_JvdUrUI.en.vtt

7.4 KB

10. Convolutional Layers-h5R_JvdUrUI.mp4

8.4 MB

10. Convolutional Layers-h5R_JvdUrUI.pt-BR.vtt

7.7 KB

10. Convolutional Layers-h5R_JvdUrUI.zh-CN.vtt

6.2 KB

11. Convolutional Layers (Part 2).html

8.6 KB

11. Convolutional Layers-RnM1D-XI--8.en.vtt

10.2 KB

11. Convolutional Layers-RnM1D-XI--8.mp4

20.8 MB

11. Convolutional Layers-RnM1D-XI--8.pt-BR.vtt

11.3 KB

11. Convolutional Layers-RnM1D-XI--8.zh-CN.vtt

8.9 KB

12. Stride and Padding-0r9o8hprDXQ.en.vtt

4.5 KB

12. Stride and Padding-0r9o8hprDXQ.mp4

8.4 MB

12. Stride and Padding-0r9o8hprDXQ.pt-BR.vtt

4.7 KB

12. Stride and Padding-0r9o8hprDXQ.zh-CN.vtt

3.8 KB

12. Stride and Padding.html

7.8 KB

13. Convolutional Layers in Keras.html

12.2 KB

14. Quiz Dimensionality.html

16.5 KB

15. Pooling Layers-OkkIZNs7Cyc.en.vtt

5.5 KB

15. Pooling Layers-OkkIZNs7Cyc.mp4

6.1 MB

15. Pooling Layers-OkkIZNs7Cyc.pt-BR.vtt

5.9 KB

15. Pooling Layers-OkkIZNs7Cyc.zh-CN.vtt

4.7 KB

15. Pooling Layers.html

8.0 KB

16. Max Pooling Layers in Keras.html

11.0 KB

17. CNNs For Image Classification-l9vg_1YUlzg.en.vtt

11.6 KB

17. CNNs For Image Classification-l9vg_1YUlzg.mp4

19.0 MB

17. CNNs For Image Classification-l9vg_1YUlzg.pt-BR.vtt

12.5 KB

17. CNNs For Image Classification-l9vg_1YUlzg.zh-CN.vtt

10.0 KB

17. CNNs for Image Classification.html

10.9 KB

18. CNNs in Keras Practical Example-faFvmGDwXX0.en.vtt

5.5 KB

18. CNNs in Keras Practical Example-faFvmGDwXX0.mp4

9.1 MB

18. CNNs in Keras Practical Example-faFvmGDwXX0.pt-BR.vtt

6.3 KB

18. CNNs in Keras Practical Example-faFvmGDwXX0.zh-CN.vtt

4.9 KB

18. CNNs in Keras Practical Example.html

9.6 KB

19. Mini Project CNNs in Keras.html

8.6 KB

20. Image Augmentation in Keras-odStujZq3GY.en.vtt

8.4 KB

20. Image Augmentation in Keras-odStujZq3GY.mp4

10.8 MB

20. Image Augmentation in Keras-odStujZq3GY.pt-BR.vtt

8.7 KB

20. Image Augmentation in Keras-odStujZq3GY.zh-CN.vtt

7.2 KB

20. Image Augmentation in Keras.html

9.6 KB

21. Mini Project Image Augmentation in Keras.html

8.7 KB

22. Groundbreaking CNN Architectures-ddrB-mhMfkY.en.vtt

4.0 KB

22. Groundbreaking CNN Architectures-ddrB-mhMfkY.mp4

8.5 MB

22. Groundbreaking CNN Architectures-ddrB-mhMfkY.pt-BR.vtt

4.4 KB

22. Groundbreaking CNN Architectures-ddrB-mhMfkY.zh-CN.vtt

3.6 KB

22. Groundbreaking CNN Architectures.html

9.0 KB

23. Visualizing CNNs (Part 1).html

10.0 KB

23. Visualizing CNNs-mnqS_EhEZVg.en.vtt

4.0 KB

23. Visualizing CNNs-mnqS_EhEZVg.mp4

9.6 MB

23. Visualizing CNNs-mnqS_EhEZVg.pt-BR.vtt

3.9 KB

23. Visualizing CNNs-mnqS_EhEZVg.zh-CN.vtt

3.4 KB

24. Visualizing CNNs (Part 2).html

14.7 KB

25. Transfer Learning-LHG5FltaR6I.en.vtt

6.1 KB

25. Transfer Learning-LHG5FltaR6I.mp4

14.0 MB

25. Transfer Learning-LHG5FltaR6I.pt-BR.vtt

6.7 KB

25. Transfer Learning-LHG5FltaR6I.zh-CN.vtt

5.5 KB

25. Transfer Learning.html

19.3 KB

26. Transfer Learning in Keras-HsIAznMM1LA.en.vtt

6.3 KB

26. Transfer Learning in Keras-HsIAznMM1LA.mp4

13.6 MB

26. Transfer Learning in Keras-HsIAznMM1LA.pt-BR.vtt

6.9 KB

26. Transfer Learning in Keras-HsIAznMM1LA.zh-CN.vtt

5.8 KB

26. Transfer Learning in Keras.html

9.3 KB

index.html

5.9 KB

/.../Part 08-Module 01-Lesson 04_Convolutional Neural Networks/img/

02-guide-how-transfer-learning-v3-01.png

257.3 KB

02-guide-how-transfer-learning-v3-02.png

224.5 KB

02-guide-how-transfer-learning-v3-03.png

234.4 KB

02-guide-how-transfer-learning-v3-04.png

261.3 KB

02-guide-how-transfer-learning-v3-05.png

238.1 KB

02-guide-how-transfer-learning-v3-06.png

265.3 KB

02-guide-how-transfer-learning-v3-07.png

238.9 KB

02-guide-how-transfer-learning-v3-08.png

247.4 KB

02-guide-how-transfer-learning-v3-09.png

233.5 KB

02-guide-how-transfer-learning-v3-10.png

247.6 KB

conv-dims.png

29.2 KB

convolution-schematic.gif

65.2 KB

diagonal-line-1.png

5.9 KB

diagonal-line-2.png

6.8 KB

full-padding-no-strides-transposed.gif

227.1 KB

grid-layer-1.png

36.1 KB

layer-1-grid.png

46.8 KB

maxpool.jpeg

38.0 KB

pooling-dims.png

29.9 KB

screen-shot-2016-11-24-at-12.08.11-pm.png

3.0 MB

screen-shot-2016-11-24-at-12.09.02-pm.png

3.2 MB

screen-shot-2016-11-24-at-12.09.24-pm.png

3.7 MB

/.../Part 08-Module 01-Lesson 05_Autoencoders/

01. Autoencoder Lesson Intro.html

6.6 KB

02. Autoencoders-ar5Iyx68cWc.en.vtt

2.5 KB

02. Autoencoders-ar5Iyx68cWc.mp4

2.3 MB

02. Autoencoders-ar5Iyx68cWc.pt-BR.vtt

2.4 KB

02. Autoencoders-ar5Iyx68cWc.zh-CN.vtt

2.2 KB

02. Autoencoders.html

5.3 KB

03. A Simple Autoencoder.html

5.2 KB

03. A-Simple-Autoencoders 21718-lXGdkCT8E1c.en.vtt

13.3 KB

03. A-Simple-Autoencoders 21718-lXGdkCT8E1c.mp4

16.4 MB

04. Simple Autoencoder Solution-Nv_D6DHfEk8.en.vtt

7.2 KB

04. Simple Autoencoder Solution-Nv_D6DHfEk8.mp4

9.0 MB

04. Simple Autoencoder Solution-Nv_D6DHfEk8.pt-BR.vtt

6.6 KB

04. Simple Autoencoder Solution-Nv_D6DHfEk8.zh-CN.vtt

6.0 KB

04. Simple Autoencoder Solution.html

5.4 KB

05. Convolutional Autoencoders-18SZVRaumGs.en.vtt

14.5 KB

05. Convolutional Autoencoders-18SZVRaumGs.mp4

22.6 MB

05. Convolutional Autoencoders-18SZVRaumGs.pt-BR.vtt

14.2 KB

05. Convolutional Autoencoders-18SZVRaumGs.zh-CN.vtt

12.3 KB

05. Convolutional Autoencoders.html

5.4 KB

06. Convolutional Autoencoder Solutions-w3iPs6YnqmY.en.vtt

8.3 KB

06. Convolutional Autoencoder Solutions-w3iPs6YnqmY.mp4

13.3 MB

06. Convolutional Autoencoder Solutions-w3iPs6YnqmY.pt-BR.vtt

8.0 KB

06. Convolutional Autoencoder Solutions-w3iPs6YnqmY.zh-CN.vtt

7.2 KB

06. Convolutional Autoencoders Solution.html

5.5 KB

index.html

4.0 KB

/.../Part 08-Module 01-Lesson 05_Autoencoders/img/

autoencoder-1.png

25.3 KB

mat-headshot.png

184.3 KB

/.../Part 08-Module 01-Lesson 06_Transfer Learning in TensorFlow/

01. Transfer Learning Intro.html

7.3 KB

02. Transfer Learning with VGGNet.html

5.7 KB

02. Transfer Learning--WmQwYr0DYjY.en.vtt

7.1 KB

02. Transfer Learning--WmQwYr0DYjY.mp4

8.7 MB

02. Transfer Learning--WmQwYr0DYjY.pt-BR.vtt

6.2 KB

02. Transfer Learning--WmQwYr0DYjY.zh-CN.vtt

6.6 KB

03. Building VGGNet-615SslQiGvo.en.vtt

7.7 KB

03. Building VGGNet-615SslQiGvo.mp4

9.3 MB

03. Building VGGNet-615SslQiGvo.pt-BR.vtt

6.4 KB

03. Building VGGNet-615SslQiGvo.zh-CN.vtt

6.4 KB

03. VGGNet.html

5.7 KB

04. Pretrained VGGNet-BpzI6Svmuv8.en.vtt

2.1 KB

04. Pretrained VGGNet-BpzI6Svmuv8.mp4

3.3 MB

04. Pretrained VGGNet-BpzI6Svmuv8.pt-BR.vtt

1.8 KB

04. Pretrained VGGNet-BpzI6Svmuv8.zh-CN.vtt

1.8 KB

04. VGGNet Solution.html

5.7 KB

05. Data Preparation-WfsDMq-b3y4.en.vtt

7.2 KB

05. Data Preparation-WfsDMq-b3y4.mp4

9.7 MB

05. Data Preparation-WfsDMq-b3y4.pt-BR.vtt

6.3 KB

05. Data Preparation-WfsDMq-b3y4.zh-CN.vtt

6.5 KB

05. Data Preparation.html

5.7 KB

06. Data Preparation Solution.html

5.7 KB

06. Data Preparation-WEtKkHlhhZA.en.vtt

3.6 KB

06. Data Preparation-WEtKkHlhhZA.mp4

4.6 MB

06. Data Preparation-WEtKkHlhhZA.pt-BR.vtt

3.1 KB

06. Data Preparation-WEtKkHlhhZA.zh-CN.vtt

3.4 KB

07. Building The Classifier-pPHiVddBY0Q.en.vtt

1.6 KB

07. Building The Classifier-pPHiVddBY0Q.mp4

2.1 MB

07. Building The Classifier-pPHiVddBY0Q.pt-BR.vtt

1.4 KB

07. Building The Classifier-pPHiVddBY0Q.zh-CN.vtt

1.6 KB

07. Classifier.html

5.7 KB

08. Building The Classifier-6ifxRQ_gL7w.en.vtt

3.7 KB

08. Building The Classifier-6ifxRQ_gL7w.mp4

4.2 MB

08. Building The Classifier-6ifxRQ_gL7w.pt-BR.vtt

3.2 KB

08. Building The Classifier-6ifxRQ_gL7w.zh-CN.vtt

3.0 KB

08. Classifier Solution.html

5.7 KB

09. Training The Classifier-b7Fy3cIoJ1Y.en.vtt

3.4 KB

09. Training The Classifier-b7Fy3cIoJ1Y.mp4

4.4 MB

09. Training The Classifier-b7Fy3cIoJ1Y.pt-BR.vtt

2.7 KB

09. Training The Classifier-b7Fy3cIoJ1Y.zh-CN.vtt

2.9 KB

09. Training.html

5.7 KB

10. Training And Testing-NLPtmQjGYCA.en.vtt

6.0 KB

10. Training And Testing-NLPtmQjGYCA.mp4

8.6 MB

10. Training And Testing-NLPtmQjGYCA.pt-BR.vtt

5.2 KB

10. Training And Testing-NLPtmQjGYCA.zh-CN.vtt

4.8 KB

10. Training solution.html

5.7 KB

index.html

4.3 KB

/.../Part 08-Module 01-Lesson 06_Transfer Learning in TensorFlow/img/

mat-headshot.png

184.3 KB

/.../Part 08-Module 01-Lesson 07_Deep Learning for Cancer Detection with Sebastian Thrun/

01. Intro.html

8.0 KB

01. Introduction-ZCpXvVdIdnY.en.vtt

0.9 KB

01. Introduction-ZCpXvVdIdnY.mp4

1.6 MB

01. Introduction-ZCpXvVdIdnY.pt-BR.vtt

0.9 KB

01. Introduction-ZCpXvVdIdnY.zh-CN.vtt

0.8 KB

02. 02 Skin Cancer V4-70jGZeiTNgk.en.vtt

1.9 KB

02. 02 Skin Cancer V4-70jGZeiTNgk.mp4

5.0 MB

02. 02 Skin Cancer V4-70jGZeiTNgk.pt-BR.vtt

1.8 KB

02. 02 Skin Cancer V4-70jGZeiTNgk.zh-CN.vtt

1.7 KB

02. Skin Cancer.html

9.9 KB

03. Survival Probability of Skin Cancer.html

8.0 KB

03. Survival Rate-QPlp3NeGuSk.en.vtt

1.2 KB

03. Survival Rate-QPlp3NeGuSk.mp4

1.6 MB

03. Survival Rate-QPlp3NeGuSk.pt-BR.vtt

1.1 KB

03. Survival Rate-QPlp3NeGuSk.zh-CN.vtt

1.0 KB

04. Medical Classification-RCOSP60dV7U.en.vtt

1.4 KB

04. Medical Classification-RCOSP60dV7U.mp4

2.3 MB

04. Medical Classification-RCOSP60dV7U.pt-BR.vtt

1.2 KB

04. Medical Classification-RCOSP60dV7U.zh-CN.vtt

1.2 KB

04. Medical Classification.html

8.0 KB

05. The Data-2RLbbV7MQNA.en.vtt

2.0 KB

05. The Data-2RLbbV7MQNA.mp4

3.0 MB

05. The Data-2RLbbV7MQNA.pt-BR.vtt

1.8 KB

05. The Data-2RLbbV7MQNA.zh-CN.vtt

1.7 KB

05. The data.html

7.9 KB

06. 06 Image Challenge V3-Efnoj1KNPHw.en.vtt

1.1 KB

06. 06 Image Challenge V3-Efnoj1KNPHw.mp4

1.5 MB

06. 06 Image Challenge V3-Efnoj1KNPHw.pt-BR.vtt

0.9 KB

06. 06 Image Challenge V3-Efnoj1KNPHw.zh-CN.vtt

0.9 KB

06. Image Challenges.html

8.5 KB

07. 07 Quiz Data Challenges V1-F8yc7BlV93c.en.vtt

0.5 KB

07. 07 Quiz Data Challenges V1-F8yc7BlV93c.mp4

883.2 KB

07. 07 Quiz Data Challenges V1-F8yc7BlV93c.pt-BR.vtt

0.5 KB

07. 07 Quiz Data Challenges V1-F8yc7BlV93c.zh-CN.vtt

0.5 KB

07. Quiz Data Challenges.html

9.0 KB

08. Solution Data Challenges-1z3o4niQuNg.en.vtt

0.9 KB

08. Solution Data Challenges-1z3o4niQuNg.mp4

1.6 MB

08. Solution Data Challenges-1z3o4niQuNg.pt-BR.vtt

0.7 KB

08. Solution Data Challenges-1z3o4niQuNg.zh-CN.vtt

0.8 KB

08. Solution Data Challenges.html

8.1 KB

09. Training the Neural Network.html

8.1 KB

09. Training The Neural Network-HwiI-UXUx-M.en.vtt

1.1 KB

09. Training The Neural Network-HwiI-UXUx-M.mp4

1.3 MB

09. Training The Neural Network-HwiI-UXUx-M.pt-BR.vtt

1.0 KB

09. Training The Neural Network-HwiI-UXUx-M.zh-CN.vtt

1.0 KB

10. 10 Quiz Random Vs Preinitiliazed Weights V3-DRC1e4XGl2M.en.vtt

0.9 KB

10. 10 Quiz Random Vs Preinitiliazed Weights V3-DRC1e4XGl2M.mp4

1.7 MB

10. 10 Quiz Random Vs Preinitiliazed Weights V3-DRC1e4XGl2M.pt-BR.vtt

0.8 KB

10. 10 Quiz Random Vs Preinitiliazed Weights V3-DRC1e4XGl2M.zh-CN.vtt

0.7 KB

10. Quiz Random vs Pre-initialized Weights.html

9.1 KB

11. Solution Random vs Pre-initialized Weight.html

8.2 KB

11. Solution Random Vs Preinitialized Thoughts-sOuoRZRKDzs.en.vtt

1.2 KB

11. Solution Random Vs Preinitialized Thoughts-sOuoRZRKDzs.mp4

3.0 MB

11. Solution Random Vs Preinitialized Thoughts-sOuoRZRKDzs.pt-BR.vtt

1.0 KB

11. Solution Random Vs Preinitialized Thoughts-sOuoRZRKDzs.zh-CN.vtt

1.0 KB

12. Validating The Training-Oxm9ofvov3I.en.vtt

2.7 KB

12. Validating The Training-Oxm9ofvov3I.mp4

5.8 MB

12. Validating The Training-Oxm9ofvov3I.pt-BR.vtt

2.3 KB

12. Validating The Training-Oxm9ofvov3I.zh-CN.vtt

2.4 KB

12. Validating the Training.html

8.0 KB

13. 13 Quiz Sensitivity And Specificty V3-O17MnhWBmKA.en.vtt

0.5 KB

13. 13 Quiz Sensitivity And Specificty V3-O17MnhWBmKA.mp4

909.9 KB

13. 13 Quiz Sensitivity And Specificty V3-O17MnhWBmKA.pt-BR.vtt

0.4 KB

13. 13 Quiz Sensitivity And Specificty V3-O17MnhWBmKA.zh-CN.vtt

0.5 KB

13. Quiz Sensitivity and Specificity.html

9.6 KB

14. Solution Sensitivity and Specificity.html

8.1 KB

14. Solution Sensitivty And Specificity-GBZjyeMjKxc.en.vtt

0.9 KB

14. Solution Sensitivty And Specificity-GBZjyeMjKxc.mp4

1.7 MB

14. Solution Sensitivty And Specificity-GBZjyeMjKxc.pt-BR.vtt

0.8 KB

14. Solution Sensitivty And Specificity-GBZjyeMjKxc.zh-CN.vtt

0.8 KB

15. More on Sensitivity and Specificity.html

11.1 KB

16. 15 Quiz Diagnosing Cancer V3-4UzkwecBJro.en.vtt

0.5 KB

16. 15 Quiz Diagnosing Cancer V3-4UzkwecBJro.mp4

1.2 MB

16. 15 Quiz Diagnosing Cancer V3-4UzkwecBJro.pt-BR.vtt

0.5 KB

16. 15 Quiz Diagnosing Cancer V3-4UzkwecBJro.zh-CN.vtt

0.5 KB

16. Quiz Diagnosing Cancer.html

8.9 KB

17. 16 Solution Diagnosing Cancer V3-IJYvt2ssUFk.en.vtt

1.5 KB

17. 16 Solution Diagnosing Cancer V3-IJYvt2ssUFk.mp4

2.4 MB

17. 16 Solution Diagnosing Cancer V3-IJYvt2ssUFk.pt-BR.vtt

1.4 KB

17. 16 Solution Diagnosing Cancer V3-IJYvt2ssUFk.zh-CN.vtt

1.3 KB

17. Solution Diagnosing Cancer.html

10.5 KB

18. Images-1GdiN5Wc8LA.mp4

404.9 KB

18. Refresh on ROC Curves.html

11.3 KB

18. ROC Curve-2Iw5TiGzJI4.en.vtt

8.9 KB

18. ROC Curve-2Iw5TiGzJI4.mp4

7.0 MB

18. ROC Curve-2Iw5TiGzJI4.pt-BR.vtt

8.3 KB

18. ROC Curve-2Iw5TiGzJI4.zh-CN.vtt

7.5 KB

19. 17 Quiz ROC Curve 1 PT2 V1-Xv3v59_CfEU.en.vtt

0.8 KB

19. 17 Quiz ROC Curve 1 PT2 V1-Xv3v59_CfEU.mp4

1.2 MB

19. 17 Quiz ROC Curve 1 PT2 V1-Xv3v59_CfEU.pt-BR.vtt

0.7 KB

19. 17 Quiz ROC Curve 1 PT2 V1-Xv3v59_CfEU.zh-CN.vtt

0.7 KB

19. Quiz ROC Curve.html

9.1 KB

20. Solution ROC Curve-sdUUf6RRmXI.en.vtt

0.9 KB

20. Solution ROC Curve-sdUUf6RRmXI.mp4

1.2 MB

20. Solution ROC Curve-sdUUf6RRmXI.pt-BR.vtt

0.6 KB

20. Solution ROC Curve-sdUUf6RRmXI.zh-CN.vtt

0.8 KB

20. Solution ROC Curve.html

8.0 KB

21. Comparing our Results with Doctors.html

8.0 KB

21. ROC Curve-fWwe_JlpnlQ.en.vtt

3.1 KB

21. ROC Curve-fWwe_JlpnlQ.mp4

2.8 MB

21. ROC Curve-fWwe_JlpnlQ.pt-BR.vtt

2.7 KB

21. ROC Curve-fWwe_JlpnlQ.zh-CN.vtt

2.6 KB

22. Visualization-aGIGB4Ta3_A.en.vtt

1.9 KB

22. Visualization-aGIGB4Ta3_A.mp4

2.5 MB

22. Visualization-aGIGB4Ta3_A.pt-BR.vtt

1.8 KB

22. Visualization-aGIGB4Ta3_A.zh-CN.vtt

1.5 KB

22. Visualization.html

8.0 KB

23. What is the network looking at.html

8.1 KB

23. What Is The Neural Network Looking At-qN-rvoxPbBw.en.vtt

2.2 KB

23. What Is The Neural Network Looking At-qN-rvoxPbBw.mp4

3.6 MB

23. What Is The Neural Network Looking At-qN-rvoxPbBw.pt-BR.vtt

1.8 KB

23. What Is The Neural Network Looking At-qN-rvoxPbBw.zh-CN.vtt

1.9 KB

24. Confusion Matrix-Question 1-9GLNjmMUB_4.en-US.vtt

5.6 KB

24. Confusion Matrix-Question 1-9GLNjmMUB_4.en.vtt

5.8 KB

24. Confusion Matrix-Question 1-9GLNjmMUB_4.mp4

5.3 MB

24. Confusion Matrix-Question 1-9GLNjmMUB_4.pt-BR.vtt

4.9 KB

24. Confusion Matrix-Question 1-9GLNjmMUB_4.zh-CN.vtt

5.1 KB

24. Refresh on Confusion Matrices.html

15.1 KB

25. Confusion Matrix-3rpN-YYlfes.en.vtt

1.7 KB

25. Confusion Matrix-3rpN-YYlfes.mp4

3.2 MB

25. Confusion Matrix-3rpN-YYlfes.pt-BR.vtt

1.6 KB

25. Confusion Matrix-3rpN-YYlfes.zh-CN.vtt

1.4 KB

25. Confusion Matrix.html

8.0 KB

26. Conclusion-WhpE_8sTt-0.en.vtt

3.7 KB

26. Conclusion-WhpE_8sTt-0.mp4

8.6 MB

26. Conclusion-WhpE_8sTt-0.pt-BR.vtt

3.4 KB

26. Conclusion-WhpE_8sTt-0.zh-CN.vtt

3.3 KB

26. Conclusion.html

8.0 KB

27. Useful Resources.html

9.2 KB

28. Mini Project Introduction-Rgf3YVFWl-M.en.vtt

0.5 KB

28. Mini Project Introduction-Rgf3YVFWl-M.mp4

1.2 MB

28. Mini Project Introduction-Rgf3YVFWl-M.pt-BR.vtt

0.5 KB

28. Mini Project Introduction-Rgf3YVFWl-M.zh-CN.vtt

0.5 KB

28. Mini Project Introduction.html

8.1 KB

29. Mini Project Dermatologist AI.html

20.0 KB

index.html

6.1 KB

/.../Part 08-Module 01-Lesson 07_Deep Learning for Cancer Detection with Sebastian Thrun/img/

cat-1.jpeg

236.3 KB

cat-2.jpeg

236.8 KB

cat-3.png

589.7 KB

confusion-matrix.png

318.4 KB

lesions.png

1.6 MB

nature.png

914.5 KB

new-confusion-matrix.png

190.6 KB

precision-recall.png

160.5 KB

roc-curve.png

32.2 KB

roc-curves.png

140.6 KB

roc.png

80.9 KB

sample-confusion-matrix.png

133.7 KB

sample-roc-curve.png

47.4 KB

sensitivity-specificity.png

158.9 KB

skin-disease-classes.png

1.7 MB

threshold.png

479.5 KB

/.../Part 08-Module 01-Lesson 07_Deep Learning for Cancer Detection with Sebastian Thrun/media/

monkey-doctor.png

194.5 KB

/.../Part 08-Module 02-Lesson 01_CNN Project Dog Breed Classifier/

01. Project Description.html

6.6 KB

index.html

3.6 KB

/.../Part 09-Module 01-Lesson 01_Recurrent Neural Networks/

01. 00 Luis Introducing Ortal Newtitle121217-oXv7GiC-jrM.en.vtt

1.5 KB

01. 00 Luis Introducing Ortal Newtitle121217-oXv7GiC-jrM.mp4

11.2 MB

01. 00 Luis Introducing Ortal Newtitle121217-oXv7GiC-jrM.pt-BR.vtt

1.7 KB

01. 00 Luis Introducing Ortal Newtitle121217-oXv7GiC-jrM.zh-CN.vtt

1.4 KB

01. Introducing Ortal .html

7.6 KB

02. 01 RNN Intro V6 Final-AIQEqg6F38A.en.vtt

4.6 KB

02. 01 RNN Intro V6 Final-AIQEqg6F38A.mp4

21.9 MB

02. 01 RNN Intro V6 Final-AIQEqg6F38A.pt-BR.vtt

4.9 KB

02. 01 RNN Intro V6 Final-AIQEqg6F38A.zh-CN.vtt

4.2 KB

02. RNN Introduction.html

8.2 KB

03. 02 RNN History V4 Final-HbxAnYUfRnc.en.vtt

3.8 KB

03. 02 RNN History V4 Final-HbxAnYUfRnc.mp4

25.4 MB

03. 02 RNN History V4 Final-HbxAnYUfRnc.pt-BR.vtt

4.2 KB

03. 02 RNN History V4 Final-HbxAnYUfRnc.zh-CN.vtt

3.4 KB

03. RNN History.html

10.9 KB

04. 03 RNN Applications V3 Final-6JbTNARuKII.en.vtt

2.8 KB

04. 03 RNN Applications V3 Final-6JbTNARuKII.mp4

18.1 MB

04. 03 RNN Applications V3 Final-6JbTNARuKII.pt-BR.vtt

3.1 KB

04. 03 RNN Applications V3 Final-6JbTNARuKII.zh-CN.vtt

2.6 KB

04. RNN Applications.html

9.1 KB

05. 04 RNN FFNN Reminder A V7 Final-_vrp2lZjXf0.en.vtt

5.8 KB

05. 04 RNN FFNN Reminder A V7 Final-_vrp2lZjXf0.mp4

27.0 MB

05. 04 RNN FFNN Reminder A V7 Final-_vrp2lZjXf0.pt-BR.vtt

6.2 KB

05. 04 RNN FFNN Reminder A V7 Final-_vrp2lZjXf0.zh-CN.vtt

5.1 KB

05. 05 RNN FFNN Reminder B V6 Final-FfPjaGcZODc.en.vtt

4.6 KB

05. 05 RNN FFNN Reminder B V6 Final-FfPjaGcZODc.mp4

20.6 MB

05. 05 RNN FFNN Reminder B V6 Final-FfPjaGcZODc.pt-BR.vtt

4.8 KB

05. 05 RNN FFNN Reminder B V6 Final-FfPjaGcZODc.zh-CN.vtt

4.1 KB

05. Feedforward Neural Network-Reminder.html

11.3 KB

06. 06 FeedForward A V7 Final-4rCfnWbx8-0.en.vtt

5.3 KB

06. 06 FeedForward A V7 Final-4rCfnWbx8-0.mp4

18.6 MB

06. 06 FeedForward A V7 Final-4rCfnWbx8-0.pt-BR.vtt

5.8 KB

06. 06 FeedForward A V7 Final-4rCfnWbx8-0.zh-CN.vtt

4.6 KB

06. 07 FeedForward B V3-kTYbTVh1d0k.en.vtt

7.7 KB

06. 07 FeedForward B V3-kTYbTVh1d0k.mp4

27.9 MB

06. 07 FeedForward B V3-kTYbTVh1d0k.pt-BR.vtt

8.0 KB

06. 07 FeedForward B V3-kTYbTVh1d0k.zh-CN.vtt

6.9 KB

06. The Feedforward Process.html

15.1 KB

07. Feedforward Quiz.html

10.5 KB

08. 08 Backpropagation Theory V6 Final-Xlgd8I3TWUg.en.vtt

8.7 KB

08. 08 Backpropagation Theory V6 Final-Xlgd8I3TWUg.mp4

36.5 MB

08. 08 Backpropagation Theory V6 Final-Xlgd8I3TWUg.pt-BR.vtt

8.6 KB

08. 08 Backpropagation Theory V6 Final-Xlgd8I3TWUg.zh-CN.vtt

7.4 KB

08. 13 Overfitting Intro V4 Final-rmBLnVbFfFY.en.vtt

2.6 KB

08. 13 Overfitting Intro V4 Final-rmBLnVbFfFY.mp4

13.4 MB

08. 13 Overfitting Intro V4 Final-rmBLnVbFfFY.pt-BR.vtt

2.8 KB

08. 13 Overfitting Intro V4 Final-rmBLnVbFfFY.zh-CN.vtt

2.2 KB

08. Backpropagation- Theory.html

12.1 KB

09. 10 Backpropagation Example A V3 Final-3k72z_WaeXg.en.vtt

4.5 KB

09. 10 Backpropagation Example A V3 Final-3k72z_WaeXg.mp4

15.5 MB

09. 10 Backpropagation Example A V3 Final-3k72z_WaeXg.pt-BR.vtt

4.7 KB

09. 10 Backpropagation Example A V3 Final-3k72z_WaeXg.zh-CN.vtt

3.8 KB

09. Backpropagation - Example (part a).html

15.1 KB

09. Regra da cadeia-YAhIBOnbt54.en.vtt

1.7 KB

09. Regra da cadeia-YAhIBOnbt54.mp4

1.5 MB

09. Regra da cadeia-YAhIBOnbt54.pt-BR.vtt

1.8 KB

09. Regra da cadeia-YAhIBOnbt54.zh-CN.vtt

1.5 KB

10. 12 Backpropagation Example B V6 Final-yiSwuMP2UIA.en.vtt

8.5 KB

10. 12 Backpropagation Example B V6 Final-yiSwuMP2UIA.mp4

38.9 MB

10. 12 Backpropagation Example B V6 Final-yiSwuMP2UIA.pt-BR.vtt

9.2 KB

10. 12 Backpropagation Example B V6 Final-yiSwuMP2UIA.zh-CN.vtt

7.0 KB

10. Backpropagation- Example (part b).html

19.3 KB

11. Backpropagation Quiz.html

11.6 KB

12. RNN (part a).html

9.7 KB

12. 14 RNN A V4 Final-ofbnDxGSUcg.en.vtt

5.8 KB

12. 14 RNN A V4 Final-ofbnDxGSUcg.mp4

10.9 MB

12. 14 RNN A V4 Final-ofbnDxGSUcg.pt-BR.vtt

5.9 KB

12. 14 RNN A V4 Final-ofbnDxGSUcg.zh-CN.vtt

5.2 KB

13. 16 RNN B V4 Final-wsif3p5t7CI.en.vtt

5.4 KB

13. 16 RNN B V4 Final-wsif3p5t7CI.mp4

22.1 MB

13. 16 RNN B V4 Final-wsif3p5t7CI.pt-BR.vtt

6.1 KB

13. 16 RNN B V4 Final-wsif3p5t7CI.zh-CN.vtt

4.7 KB

13. RNN (part b).html

12.8 KB

14. 17 RNN Unfolded V3 Final-xLIA_PTWXog.en.vtt

2.6 KB

14. 17 RNN Unfolded V3 Final-xLIA_PTWXog.mp4

11.0 MB

14. 17 RNN Unfolded V3 Final-xLIA_PTWXog.pt-BR.vtt

2.8 KB

14. 17 RNN Unfolded V3 Final-xLIA_PTWXog.zh-CN.vtt

2.3 KB

14. RNN- Unfolded Model.html

7.7 KB

15. Unfolded Model Quiz.html

8.9 KB

16. 18 RNN Example V5 Final-MDLk3fhpTx0.en.vtt

5.2 KB

16. 18 RNN Example V5 Final-MDLk3fhpTx0.mp4

23.2 MB

16. 18 RNN Example V5 Final-MDLk3fhpTx0.pt-BR.vtt

5.6 KB

16. 18 RNN Example V5 Final-MDLk3fhpTx0.zh-CN.vtt

4.7 KB

16. RNN- Example.html

8.0 KB

17. 19 RNN BPTT A V6 Final-eE2L3-2wKac.en.vtt

4.1 KB

17. 19 RNN BPTT A V6 Final-eE2L3-2wKac.mp4

22.6 MB

17. 19 RNN BPTT A V6 Final-eE2L3-2wKac.pt-BR.vtt

4.4 KB

17. 19 RNN BPTT A V6 Final-eE2L3-2wKac.zh-CN.vtt

3.6 KB

17. Backpropagation Through Time (part a).html

13.1 KB

18. 20 RNN BPTT B V5 Final-bUU9BEQw0IA.en.vtt

4.5 KB

18. 20 RNN BPTT B V5 Final-bUU9BEQw0IA.mp4

19.0 MB

18. 20 RNN BPTT B V5 Final-bUU9BEQw0IA.pt-BR.vtt

4.8 KB

18. 20 RNN BPTT B V5 Final-bUU9BEQw0IA.zh-CN.vtt

3.8 KB

18. Backpropagation Through Time (part b).html

18.0 KB

19. 21 RNN BPTT C V7 Final-uBy_eIJDD1M.en.vtt

3.4 KB

19. 21 RNN BPTT C V7 Final-uBy_eIJDD1M.mp4

18.1 MB

19. 21 RNN BPTT C V7 Final-uBy_eIJDD1M.pt-BR.vtt

3.8 KB

19. 21 RNN BPTT C V7 Final-uBy_eIJDD1M.zh-CN.vtt

2.9 KB

19. Backpropagation Through Time (part c).html

14.4 KB

20. BPTT Quiz 1.html

9.2 KB

21. BPTT Quiz 2.html

8.8 KB

22. BPTT Quiz 3.html

12.4 KB

23. Some more math.html

13.9 KB

24. RNN Summary-nXP0oGGRrO8.en.vtt

5.7 KB

24. RNN Summary-nXP0oGGRrO8.mp4

7.6 MB

24. RNN Summary-nXP0oGGRrO8.pt-BR.vtt

6.3 KB

24. RNN Summary-nXP0oGGRrO8.zh-CN.vtt

5.0 KB

24. RNN Summary.html

13.9 KB

25. 23 From RNNs To LSTMs V4 Final-MsqybcWmzGY.en.vtt

5.9 KB

25. 23 From RNNs To LSTMs V4 Final-MsqybcWmzGY.mp4

37.9 MB

25. 23 From RNNs To LSTMs V4 Final-MsqybcWmzGY.pt-BR.vtt

6.8 KB

25. 23 From RNNs To LSTMs V4 Final-MsqybcWmzGY.zh-CN.vtt

5.4 KB

25. From RNN to LSTM.html

10.1 KB

26. Wrap Up.html

7.7 KB

index.html

5.6 KB

/.../Part 09-Module 01-Lesson 01_Recurrent Neural Networks/img/

screen-shot-2017-10-11-at-2.04.14-pm.png

1.2 MB

screen-shot-2017-10-27-at-1.29.13-pm.png

2.6 MB

screen-shot-2017-10-27-at-6.29.49-pm.png

132.4 KB

screen-shot-2017-10-30-at-10.54.50-am.png

276.4 KB

screen-shot-2017-10-30-at-11.56.27-am.png

9.9 KB

screen-shot-2017-11-01-at-1.48.59-pm.png

62.5 KB

screen-shot-2017-11-01-at-3.38.43-pm.png

37.9 KB

screen-shot-2017-11-01-at-4.47.47-pm.png

34.1 KB

screen-shot-2017-11-01-at-5.14.13-pm.png

23.8 KB

screen-shot-2017-11-01-at-11.43.26-am.png

23.1 KB

screen-shot-2017-11-06-at-1.40.14-pm.png

369.8 KB

screen-shot-2017-11-06-at-2.04.24-pm.png

9.9 KB

screen-shot-2017-11-06-at-2.05.19-pm.png

7.4 KB

screen-shot-2017-11-06-at-2.09.07-pm.png

168.0 KB

screen-shot-2017-11-06-at-2.38.51-pm.png

230.7 KB

screen-shot-2017-11-06-at-2.45.22-pm.png

8.8 KB

screen-shot-2017-11-06-at-4.12.59-pm.png

50.4 KB

screen-shot-2017-11-08-at-3.43.34-pm.png

324.4 KB

screen-shot-2017-11-09-at-3.53.12-pm.png

35.9 KB

screen-shot-2017-11-09-at-6.01.16-pm.png

40.1 KB

screen-shot-2017-11-17-at-5.38.55-pm.png

110.6 KB

screen-shot-2017-11-21-at-3.38.11-pm.png

43.8 KB

screen-shot-2017-11-21-at-3.42.29-pm.png

49.0 KB

screen-shot-2017-11-21-at-3.44.15-pm.png

55.4 KB

screen-shot-2017-11-21-at-3.45.50-pm.png

59.3 KB

screen-shot-2017-11-21-at-3.49.24-pm.png

163.3 KB

screen-shot-2017-11-21-at-4.02.19-pm.png

24.8 KB

screen-shot-2017-11-21-at-4.07.21-pm.png

49.3 KB

screen-shot-2017-11-21-at-4.08.59-pm.png

55.5 KB

screen-shot-2017-11-21-at-4.10.56-pm.png

60.1 KB

screen-shot-2017-11-21-at-4.14.45-pm.png

167.8 KB

screen-shot-2017-11-21-at-4.17.19-pm.png

68.7 KB

screen-shot-2017-11-21-at-4.17.35-pm.png

68.4 KB

screen-shot-2017-11-21-at-4.21.41-pm.png

44.2 KB

screen-shot-2017-11-27-at-1.43.36-pm.png

82.8 KB

screen-shot-2017-11-27-at-1.46.43-pm.png

97.2 KB

screen-shot-2017-11-27-at-1.58.01-pm.png

235.5 KB

screen-shot-2017-11-27-at-2.00.15-pm.png

112.9 KB

screen-shot-2017-11-27-at-2.44.11-pm.png

58.2 KB

screen-shot-2017-11-27-at-3.44.20-pm.png

185.3 KB

screen-shot-2017-11-27-at-3.46.35-pm.png

375.8 KB

screen-shot-2017-11-27-at-3.48.31-pm.png

52.9 KB

screen-shot-2017-11-29-at-3.08.28-pm.png

342.6 KB

screen-shot-2017-11-29-at-3.49.20-pm.png

776.8 KB

screen-shot-2017-11-29-at-3.51.44-pm.png

531.3 KB

screen-shot-2017-11-29-at-5.33.53-pm.png

173.7 KB

screen-shot-2017-11-30-at-4.40.57-pm.png

71.3 KB

screen-shot-2017-11-30-at-4.41.08-pm.png

70.1 KB

screen-shot-2017-12-02-at-10.29.14-pm.png

81.2 KB

screen-shot-2017-12-02-at-10.46.12-pm.png

45.1 KB

screen-shot-2017-12-02-at-10.58.26-pm.png

50.0 KB

screen-shot-2017-12-02-at-11.03.45-pm.png

132.5 KB

screen-shot-2017-12-02-at-11.06.19-pm.png

54.7 KB

screen-shot-2017-12-03-at-10.43.49-pm.png

1.1 MB

screen-shot-2017-12-03-at-11.34.41-pm.png

355.8 KB

screen-shot-2017-12-03-at-11.36.39-pm.png

112.3 KB

screen-shot-2017-12-04-at-2.04.54-pm.png

713.1 KB

screen-shot-2017-12-04-at-3.54.17-pm.png

42.7 KB

screen-shot-2017-12-04-at-11.12.31-am.png

1.1 MB

screen-shot-2017-12-04-at-11.14.30-am.png

1.0 MB

screen-shot-2017-12-04-at-11.16.19-am.png

1.1 MB

screen-shot-2017-12-04-at-11.23.49-pm.png

252.9 KB

screen-shot-2017-12-04-at-11.37.27-am.png

60.5 KB

screen-shot-2017-12-04-at-11.42.56-am.png

62.7 KB

screen-shot-2017-12-04-at-11.48.08-pm.png

17.3 KB

screen-shot-2017-12-04-at-11.48.22-am.png

395.8 KB

screen-shot-2017-12-04-at-11.50.40-am.png

62.5 KB

screen-shot-2017-12-04-at-11.51.54-pm.png

20.3 KB

screen-shot-2017-12-04-at-11.54.48-pm.png

26.8 KB

screen-shot-2017-12-04-at-12.10.02-pm.png

489.9 KB

screen-shot-2017-12-04-at-12.31.11-pm.png

1.2 MB

screen-shot-2017-12-04-at-12.40.54-pm.png

11.3 KB

screen-shot-2017-12-04-at-12.42.42-pm.png

14.5 KB

screen-shot-2017-12-04-at-12.42.55-pm.png

10.8 KB

screen-shot-2017-12-04-at-12.49.13-pm.png

892.7 KB

screen-shot-2017-12-04-at-12.49.52-pm.png

826.0 KB

screen-shot-2017-12-05-at-11.55.58-am.png

66.8 KB

screen-shot-2017-12-05-at-12.04.21-am.png

27.7 KB

screen-shot-2017-12-05-at-12.09.13-pm.png

105.1 KB

screen-shot-2017-12-05-at-12.16.55-pm.png

33.3 KB

screen-shot-2017-12-10-at-9.12.16-pm.png

919.6 KB

screen-shot-2018-01-02-at-2.27.51-pm.png

371.3 KB

screen-shot-2018-01-02-at-2.44.44-pm.png

3.9 KB

screen-shot-2018-01-02-at-2.49.43-pm.png

239.2 KB

screen-shot-2018-01-16-at-2.40.57-pm.png

64.1 KB

screen-shot-2018-02-21-at-3.02.16-pm.png

25.8 KB

screen-shot-2018-02-21-at-3.05.00-pm.png

24.9 KB

screen-shot-2018-02-21-at-3.10.10-pm.png

31.1 KB

/.../Part 09-Module 01-Lesson 02_Long Short-Term Memory Networks (LSTM)/

01. Intro to LSTM.html

6.6 KB

02. RNN Vs LSTM-70MgF-IwAr8.en.vtt

4.8 KB

02. RNN Vs LSTM-70MgF-IwAr8.mp4

3.8 MB

02. RNN Vs LSTM-70MgF-IwAr8.pt-BR.vtt

4.3 KB

02. RNN Vs LSTM-70MgF-IwAr8.zh-CN.vtt

4.3 KB

02. RNN vs LSTM.html

5.8 KB

03. Basics of LSTM.html

5.8 KB

03. LSTM Basics-gjb68a4XsqE.en.vtt

5.3 KB

03. LSTM Basics-gjb68a4XsqE.mp4

4.2 MB

03. LSTM Basics-gjb68a4XsqE.pt-BR.vtt

5.2 KB

03. LSTM Basics-gjb68a4XsqE.zh-CN.vtt

4.7 KB

04. Architecture of LSTM.html

5.8 KB

04. LSTM Architecture-ycwthhdx8ws.en.vtt

1.5 KB

04. LSTM Architecture-ycwthhdx8ws.mp4

1.1 MB

04. LSTM Architecture-ycwthhdx8ws.pt-BR.vtt

1.5 KB

04. LSTM Architecture-ycwthhdx8ws.zh-CN.vtt

1.4 KB

05. Learn Gate-aVHVI7ovbHY.en.vtt

2.7 KB

05. Learn Gate-aVHVI7ovbHY.mp4

2.3 MB

05. Learn Gate-aVHVI7ovbHY.pt-BR.vtt

2.7 KB

05. Learn Gate-aVHVI7ovbHY.zh-CN.vtt

2.6 KB

05. The Learn Gate.html

6.4 KB

06. Forget Gate-iWxpfxLUPSU.en.vtt

1.3 KB

06. Forget Gate-iWxpfxLUPSU.mp4

1.1 MB

06. Forget Gate-iWxpfxLUPSU.pt-BR.vtt

1.4 KB

06. Forget Gate-iWxpfxLUPSU.zh-CN.vtt

1.1 KB

06. The Forget Gate.html

6.3 KB

07. Remember Gate-0qlm86HaXuU.en.vtt

0.7 KB

07. Remember Gate-0qlm86HaXuU.mp4

693.2 KB

07. Remember Gate-0qlm86HaXuU.pt-BR.vtt

0.7 KB

07. Remember Gate-0qlm86HaXuU.zh-CN.vtt

0.6 KB

07. The Remember Gate.html

6.2 KB

08. LSTM 7 Use Gate-5Ifolm1jTdY.en.vtt

1.8 KB

08. LSTM 7 Use Gate-5Ifolm1jTdY.mp4

1.6 MB

08. LSTM 7 Use Gate-5Ifolm1jTdY.pt-BR.vtt

1.8 KB

08. LSTM 7 Use Gate-5Ifolm1jTdY.zh-CN.vtt

1.5 KB

08. The Use Gate.html

6.5 KB

09. Putting It All Together-IF8FlKW-Zo0.en.vtt

2.5 KB

09. Putting It All Together-IF8FlKW-Zo0.mp4

1.7 MB

09. Putting It All Together-IF8FlKW-Zo0.pt-BR.vtt

2.4 KB

09. Putting It All Together-IF8FlKW-Zo0.zh-CN.vtt

2.2 KB

09. Putting it All Together.html

5.9 KB

10. Quiz.html

7.5 KB

11. Other Architectures-MsxFDuYlTuQ.en.vtt

2.4 KB

11. Other Architectures-MsxFDuYlTuQ.mp4

1.8 MB

11. Other Architectures-MsxFDuYlTuQ.pt-BR.vtt

2.5 KB

11. Other Architectures-MsxFDuYlTuQ.zh-CN.vtt

2.1 KB

11. Other architectures.html

6.3 KB

12. Outro LSTM.html

5.8 KB

index.html

4.4 KB

/.../Part 09-Module 01-Lesson 02_Long Short-Term Memory Networks (LSTM)/img/

meme.png

214.1 KB

screen-shot-2017-11-16-at-4.26.22-pm.png

42.2 KB

screen-shot-2017-11-16-at-4.27.58-pm.png

28.4 KB

screen-shot-2017-11-16-at-4.31.41-pm.png

46.0 KB

screen-shot-2017-11-16-at-5.54.40-pm.png

73.1 KB

/.../Part 09-Module 01-Lesson 03_Implementation of RNN and LSTM/

01. Intro.html

6.1 KB

02. Character-Wise RNN-dXl3eWCGLdU.en.vtt

3.4 KB

02. Character-Wise RNN-dXl3eWCGLdU.mp4

3.0 MB

02. Character-Wise RNN-dXl3eWCGLdU.pt-BR.vtt

3.7 KB

02. Character-Wise RNN-dXl3eWCGLdU.zh-CN.vtt

3.1 KB

02. Character-wise RNNs.html

6.0 KB

03. Sequence Batching.html

6.0 KB

03. Sequence-Batching-Z4OiyU0Cldg.en.vtt

2.1 KB

03. Sequence-Batching-Z4OiyU0Cldg.mp4

2.4 MB

03. Sequence-Batching-Z4OiyU0Cldg.pt-BR.vtt

2.4 KB

03. Sequence-Batching-Z4OiyU0Cldg.zh-CN.vtt

2.0 KB

04. Character-wise RNN Notebook.html

6.4 KB

05. Implementing a Character-wise RNN-KPCMn_jg2oY.en.vtt

10.2 KB

05. Implementing a Character-wise RNN-KPCMn_jg2oY.mp4

14.3 MB

05. Implementing a Character-wise RNN-KPCMn_jg2oY.pt-BR.vtt

10.9 KB

05. Implementing a Character-wise RNN-KPCMn_jg2oY.zh-CN.vtt

8.9 KB

05. Implementing a Character-wise RNN.html

6.1 KB

06. Batching Data Solution-o3nBxHJLQcc.en.vtt

4.4 KB

06. Batching Data Solution-o3nBxHJLQcc.mp4

5.3 MB

06. Batching Data Solution-o3nBxHJLQcc.pt-BR.vtt

4.4 KB

06. Batching Data Solution-o3nBxHJLQcc.zh-CN.vtt

3.8 KB

06. Batching Data Solution.html

6.1 KB

07. LSTM Cell-ajC-5uWB8S4.en.vtt

6.2 KB

07. LSTM Cell-ajC-5uWB8S4.mp4

8.2 MB

07. LSTM Cell-ajC-5uWB8S4.pt-BR.vtt

6.4 KB

07. LSTM Cell-ajC-5uWB8S4.zh-CN.vtt

5.4 KB

07. LSTM Cell.html

6.0 KB

08. LSTM Cell Solution-X4uA0dq_4jA.en.vtt

3.2 KB

08. LSTM Cell Solution-X4uA0dq_4jA.mp4

3.7 MB

08. LSTM Cell Solution-X4uA0dq_4jA.pt-BR.vtt

3.1 KB

08. LSTM Cell Solution-X4uA0dq_4jA.zh-CN.vtt

2.9 KB

08. LSTM Cell Solution.html

6.0 KB

09. RNN Output-RkanDkcrTxs.en.vtt

5.9 KB

09. RNN Output-RkanDkcrTxs.mp4

9.4 MB

09. RNN Output-RkanDkcrTxs.pt-BR.vtt

5.8 KB

09. RNN Output-RkanDkcrTxs.zh-CN.vtt

5.3 KB

09. RNN Output.html

6.0 KB

10. Network Loss-itu-uNK4brc.en.vtt

3.2 KB

10. Network Loss-itu-uNK4brc.mp4

4.5 MB

10. Network Loss-itu-uNK4brc.pt-BR.vtt

3.2 KB

10. Network Loss-itu-uNK4brc.zh-CN.vtt

2.8 KB

10. Network Loss.html

6.0 KB

11. Output And Loss Solutions-CT8hcU7FmGc.en.vtt

3.5 KB

11. Output And Loss Solutions-CT8hcU7FmGc.mp4

4.9 MB

11. Output And Loss Solutions-CT8hcU7FmGc.pt-BR.vtt

3.3 KB

11. Output And Loss Solutions-CT8hcU7FmGc.zh-CN.vtt

3.1 KB

11. Output and Loss Solutions.html

6.1 KB

12. Build The Network-RVNjDlWTBQU.en.vtt

4.2 KB

12. Build The Network-RVNjDlWTBQU.mp4

7.4 MB

12. Build The Network-RVNjDlWTBQU.pt-BR.vtt

4.1 KB

12. Build The Network-RVNjDlWTBQU.zh-CN.vtt

3.5 KB

12. Build the Network.html

6.0 KB

13. Build The Network And Results-hu8iMMqajmQ.en.vtt

8.0 KB

13. Build The Network And Results-hu8iMMqajmQ.mp4

13.9 MB

13. Build The Network And Results-hu8iMMqajmQ.pt-BR.vtt

7.8 KB

13. Build The Network And Results-hu8iMMqajmQ.zh-CN.vtt

7.0 KB

13. Build the Network Solution.html

6.1 KB

index.html

4.5 KB

/.../Part 09-Module 01-Lesson 03_Implementation of RNN and LSTM/img/

screen-shot-2017-11-30-at-1.34.44-pm.png

185.0 KB

/.../Part 09-Module 01-Lesson 04_Hyperparameters/

01. Introducing Jay.html

6.0 KB

02. Introduction-erwnzFD7AeE.en.vtt

2.4 KB

02. Introduction-erwnzFD7AeE.mp4

2.3 MB

02. Introduction-erwnzFD7AeE.pt-BR.vtt

2.2 KB

02. Introduction-erwnzFD7AeE.zh-CN.vtt

2.1 KB

02. Introduction.html

5.7 KB

03. Learning Rate-HLMjeDez7ps.en.vtt

12.0 KB

03. Learning Rate-HLMjeDez7ps.mp4

10.1 MB

03. Learning Rate-HLMjeDez7ps.pt-BR.vtt

10.5 KB

03. Learning Rate-HLMjeDez7ps.zh-CN.vtt

10.4 KB

03. Learning Rate.html

6.3 KB

04. Learning Rate.html

7.5 KB

05. Minibatch Size-GrrO1NFxaW8.en.vtt

5.5 KB

05. Minibatch Size-GrrO1NFxaW8.mp4

5.0 MB

05. Minibatch Size-GrrO1NFxaW8.pt-BR.vtt

4.9 KB

05. Minibatch Size-GrrO1NFxaW8.zh-CN.vtt

4.9 KB

05. Minibatch Size.html

6.0 KB

06. Number Of Iterations-TTdHpSb4DV8.en.vtt

1.7 KB

06. Number Of Iterations-TTdHpSb4DV8.mp4

1.5 MB

06. Number Of Iterations-TTdHpSb4DV8.pt-BR.vtt

1.6 KB

06. Number Of Iterations-TTdHpSb4DV8.zh-CN.vtt

1.5 KB

06. Number of Training Iterations Epochs.html

8.5 KB

07. Number of Hidden Units Layers.html

6.6 KB

07. Number Of Hidden Units Layers-IkGAIQH5wH8.en.vtt

3.3 KB

07. Number Of Hidden Units Layers-IkGAIQH5wH8.mp4

3.6 MB

07. Number Of Hidden Units Layers-IkGAIQH5wH8.pt-BR.vtt

3.1 KB

07. Number Of Hidden Units Layers-IkGAIQH5wH8.zh-CN.vtt

2.9 KB

08. RNN Hyperparameters-yQvnv7l_aUo.en.vtt

4.0 KB

08. RNN Hyperparameters-yQvnv7l_aUo.mp4

4.3 MB

08. RNN Hyperparameters-yQvnv7l_aUo.pt-BR.vtt

3.8 KB

08. RNN Hyperparameters-yQvnv7l_aUo.zh-CN.vtt

3.7 KB

08. RNN Hyperparameters.html

12.1 KB

09. RNN Hyperparameters.html

6.7 KB

10. Sources References.html

6.7 KB

index.html

4.3 KB

/.../Part 09-Module 01-Lesson 04_Hyperparameters/img/

f3iwvmld-400x400.jpg

27.1 KB

/.../Part 09-Module 01-Lesson 05_Embeddings and Word2vec/

01. Embeddings Intro.html

7.1 KB

02. Implementing Word2Vec-7M431_f9HgE.en.vtt

17.3 KB

02. Implementing Word2Vec-7M431_f9HgE.mp4

24.5 MB

02. Implementing Word2Vec-7M431_f9HgE.pt-BR.vtt

17.6 KB

02. Implementing Word2Vec-7M431_f9HgE.zh-CN.vtt

14.6 KB

02. Implementing Word2Vec.html

5.7 KB

03. Subsampling Solution-MAUM_mV_lj8.en.vtt

6.1 KB

03. Subsampling Solution-MAUM_mV_lj8.mp4

10.1 MB

03. Subsampling Solution-MAUM_mV_lj8.pt-BR.vtt

6.4 KB

03. Subsampling Solution-MAUM_mV_lj8.zh-CN.vtt

5.2 KB

03. Subsampling Solution.html

5.6 KB

04. Making Batches-jx7qwdw-94k.en.vtt

4.6 KB

04. Making Batches-jx7qwdw-94k.mp4

8.1 MB

04. Making Batches-jx7qwdw-94k.pt-BR.vtt

4.6 KB

04. Making Batches-jx7qwdw-94k.zh-CN.vtt

3.9 KB

04. Making Batches.html

5.6 KB

05. Batches Solution-DdfR0RjSC-Q.en.vtt

2.7 KB

05. Batches Solution-DdfR0RjSC-Q.mp4

4.1 MB

05. Batches Solution-DdfR0RjSC-Q.pt-BR.vtt

2.6 KB

05. Batches Solution-DdfR0RjSC-Q.zh-CN.vtt

2.5 KB

05. Batches Solution.html

5.6 KB

06. Building The Network-fhSb5c6UX6M.en.vtt

5.3 KB

06. Building The Network-fhSb5c6UX6M.mp4

8.5 MB

06. Building The Network-fhSb5c6UX6M.pt-BR.vtt

5.0 KB

06. Building The Network-fhSb5c6UX6M.zh-CN.vtt

4.2 KB

06. Building the Network.html

5.6 KB

07. Negative Sampling-gW17AHBKbHY.en.vtt

2.6 KB

07. Negative Sampling-gW17AHBKbHY.mp4

4.4 MB

07. Negative Sampling-gW17AHBKbHY.pt-BR.vtt

2.4 KB

07. Negative Sampling-gW17AHBKbHY.zh-CN.vtt

2.2 KB

07. Negative Sampling.html

5.6 KB

08. Building The Network Solution-pkBAhQ2Ki-8.en.vtt

4.2 KB

08. Building The Network Solution-pkBAhQ2Ki-8.mp4

7.7 MB

08. Building The Network Solution-pkBAhQ2Ki-8.pt-BR.vtt

4.1 KB

08. Building The Network Solution-pkBAhQ2Ki-8.zh-CN.vtt

3.4 KB

08. Building the Network Solution.html

5.7 KB

09. Training Results-uISA5ns47s8.en.vtt

4.5 KB

09. Training Results-uISA5ns47s8.mp4

10.3 MB

09. Training Results-uISA5ns47s8.pt-BR.vtt

4.5 KB

09. Training Results-uISA5ns47s8.zh-CN.vtt

3.9 KB

09. Training Results.html

5.6 KB

index.html

4.2 KB

/.../Part 09-Module 01-Lesson 05_Embeddings and Word2vec/img/

linear-relationships.png

115.0 KB

mat-headshot.png

184.3 KB

/.../Part 09-Module 01-Lesson 06_Sentiment Prediction RNN/

01. Intro.html

6.5 KB

02. Sentiment Prediction-uGN3rZJRiMY.en.vtt

8.9 KB

02. Sentiment Prediction-uGN3rZJRiMY.mp4

11.8 MB

02. Sentiment Prediction-uGN3rZJRiMY.pt-BR.vtt

7.5 KB

02. Sentiment Prediction-uGN3rZJRiMY.zh-CN.vtt

8.2 KB

02. Sentiment RNN.html

5.4 KB

03. Data Preprocessing-h4-LwZU9_k8.en.vtt

5.5 KB

03. Data Preprocessing-h4-LwZU9_k8.mp4

7.2 MB

03. Data Preprocessing-h4-LwZU9_k8.pt-BR.vtt

4.7 KB

03. Data Preprocessing-h4-LwZU9_k8.zh-CN.vtt

4.6 KB

03. Data Preprocessing.html

5.4 KB

04. Creating Testing Sets-BRBbrNLz1ho.en.vtt

2.1 KB

04. Creating Testing Sets-BRBbrNLz1ho.mp4

2.2 MB

04. Creating Testing Sets-BRBbrNLz1ho.pt-BR.vtt

1.8 KB

04. Creating Testing Sets-BRBbrNLz1ho.zh-CN.vtt

1.7 KB

04. Creating Testing Sets.html

5.7 KB

05. Building The RNN 1-XTD6slf64fM.en.vtt

14.2 KB

05. Building The RNN 1-XTD6slf64fM.mp4

20.0 MB

05. Building The RNN 1-XTD6slf64fM.pt-BR.vtt

12.6 KB

05. Building The RNN 1-XTD6slf64fM.zh-CN.vtt

12.4 KB

05. Building the RNN.html

5.6 KB

06. Training The Network-nknJ3Xu3ld0.en.vtt

6.5 KB

06. Training The Network-nknJ3Xu3ld0.mp4

8.8 MB

06. Training The Network-nknJ3Xu3ld0.pt-BR.vtt

5.8 KB

06. Training The Network-nknJ3Xu3ld0.zh-CN.vtt

5.6 KB

06. Training the Network.html

5.4 KB

07. Sentiment RNN 2-V9YGGjmoHS0.en.vtt

18.1 KB

07. Sentiment RNN 2-V9YGGjmoHS0.mp4

24.2 MB

07. Sentiment RNN 2-V9YGGjmoHS0.pt-BR.vtt

16.1 KB

07. Sentiment RNN 2-V9YGGjmoHS0.zh-CN.vtt

15.1 KB

07. Solutions.html

5.3 KB

index.html

4.0 KB

/.../Part 09-Module 01-Lesson 06_Sentiment Prediction RNN/img/

mat-headshot.png

184.3 KB

/.../Part 10-Module 01-Lesson 01_Generative Adversarial Networks/

01. GANs Intro-F7XgI6TmaGI.en-US.vtt

1.6 KB

01. GANs Intro-F7XgI6TmaGI.en.vtt

1.3 KB

01. GANs Intro-F7XgI6TmaGI.mp4

3.4 MB

01. GANs Intro-F7XgI6TmaGI.pt-BR.vtt

1.3 KB

01. GANs Intro-F7XgI6TmaGI.zh-CN.vtt

1.5 KB

01. Introducing Ian Goodfellow.html

6.7 KB

02. Cool Things To Do With GANs-bo-ToTdhgew.en.vtt

7.5 KB

02. Cool Things To Do With GANs-bo-ToTdhgew.mp4

12.6 MB

02. Cool Things To Do With GANs-bo-ToTdhgew.pt-BR.vtt

7.0 KB

02. Cool Things To Do With GANs-bo-ToTdhgew.zh-CN.vtt

7.1 KB

02. What can you do with GANs.html

6.7 KB

03. How GANs work.html

7.0 KB

03. Other Generative Models, How GANs Work-MF0QCP1OC9I.en.vtt

7.6 KB

03. Other Generative Models, How GANs Work-MF0QCP1OC9I.mp4

10.8 MB

03. Other Generative Models, How GANs Work-MF0QCP1OC9I.pt-BR.vtt

7.7 KB

03. Other Generative Models, How GANs Work-MF0QCP1OC9I.zh-CN.vtt

6.6 KB

04. Games and Equilibria.html

6.7 KB

04. Games, Equilibrium, GANs Solution Render-2zi8DOWIVas.en.vtt

11.0 KB

04. Games, Equilibrium, GANs Solution Render-2zi8DOWIVas.mp4

14.1 MB

04. Games, Equilibrium, GANs Solution Render-2zi8DOWIVas.pt-BR.vtt

11.5 KB

04. Games, Equilibrium, GANs Solution Render-2zi8DOWIVas.zh-CN.vtt

9.7 KB

05. GANs Architecture -gaEs7ccZv_Q.en.vtt

12.0 KB

05. GANs Architecture -gaEs7ccZv_Q.mp4

16.7 MB

05. GANs Architecture -gaEs7ccZv_Q.pt-BR.vtt

12.8 KB

05. GANs Architecture -gaEs7ccZv_Q.zh-CN.vtt

10.5 KB

05. Practical tips and tricks for training GANs.html

6.7 KB

06. Build a GAN.html

7.4 KB

07. Get started with a GAN.html

6.7 KB

07. Getting Started with GANs-QA2ntKUha4g.en.vtt

4.1 KB

07. Getting Started with GANs-QA2ntKUha4g.mp4

5.3 MB

07. Getting Started with GANs-QA2ntKUha4g.pt-BR.vtt

3.9 KB

07. Getting Started with GANs-QA2ntKUha4g.zh-CN.vtt

3.7 KB

08. Generator Network-btHVXnICmzQ.en.vtt

6.9 KB

08. Generator Network-btHVXnICmzQ.mp4

7.4 MB

08. Generator Network-btHVXnICmzQ.pt-BR.vtt

6.2 KB

08. Generator Network-btHVXnICmzQ.zh-CN.vtt

6.2 KB

08. Generator Network.html

6.6 KB

09. Discriminator Network-nWXxT8OqCfs.en.vtt

1.1 KB

09. Discriminator Network-nWXxT8OqCfs.mp4

1.1 MB

09. Discriminator Network-nWXxT8OqCfs.pt-BR.vtt

0.9 KB

09. Discriminator Network-nWXxT8OqCfs.zh-CN.vtt

1.1 KB

09. Discriminator Network.html

6.6 KB

10. Generator and Discriminator Solutions-9By2pAck044.en.vtt

6.1 KB

10. Generator and Discriminator Solutions-9By2pAck044.mp4

6.6 MB

10. Generator and Discriminator Solutions-9By2pAck044.pt-BR.vtt

5.4 KB

10. Generator and Discriminator Solutions-9By2pAck044.zh-CN.vtt

5.4 KB

10. Generator and Discriminator Solutions.html

6.7 KB

11. Building the Network-5sZkRSHfiAE.en.vtt

3.9 KB

11. Building the Network-5sZkRSHfiAE.mp4

4.4 MB

11. Building the Network-5sZkRSHfiAE.pt-BR.vtt

3.4 KB

11. Building the Network-5sZkRSHfiAE.zh-CN.vtt

3.5 KB

11. Building the Network.html

6.6 KB

12. Building the Network Solution-Ikp3rVzG970.en.vtt

3.5 KB

12. Building the Network Solution-Ikp3rVzG970.mp4

4.5 MB

12. Building the Network Solution-Ikp3rVzG970.pt-BR.vtt

3.0 KB

12. Building the Network Solution-Ikp3rVzG970.zh-CN.vtt

3.2 KB

12. Building the Network Solution.html

6.7 KB

13. Training Losses-IaAeDrXMEcU.en.vtt

3.9 KB

13. Training Losses-IaAeDrXMEcU.mp4

6.1 MB

13. Training Losses-IaAeDrXMEcU.pt-BR.vtt

3.7 KB

13. Training Losses-IaAeDrXMEcU.zh-CN.vtt

3.4 KB

13. Training Losses.html

6.6 KB

14. Training Optimizers-AU5gH7LS57E.en.vtt

3.1 KB

14. Training Optimizers-AU5gH7LS57E.mp4

3.6 MB

14. Training Optimizers-AU5gH7LS57E.pt-BR.vtt

2.8 KB

14. Training Optimizers-AU5gH7LS57E.zh-CN.vtt

2.7 KB

14. Training Optimizers.html

6.6 KB

15. Training Losses and Optimizers Solution.html

6.8 KB

15. Training Losses and Optimizers Solutions-HlABZ9Q7xEo.en.vtt

5.2 KB

15. Training Losses and Optimizers Solutions-HlABZ9Q7xEo.mp4

7.2 MB

15. Training Losses and Optimizers Solutions-HlABZ9Q7xEo.pt-BR.vtt

5.1 KB

15. Training Losses and Optimizers Solutions-HlABZ9Q7xEo.zh-CN.vtt

4.7 KB

16. A Trained GAN-TR-uEJcjig4.en.vtt

10.2 KB

16. A Trained GAN-TR-uEJcjig4.mp4

12.2 MB

16. A Trained GAN-TR-uEJcjig4.pt-BR.vtt

9.3 KB

16. A Trained GAN-TR-uEJcjig4.zh-CN.vtt

9.1 KB

16. A Trained GAN.html

6.6 KB

17. Doing More With Your GAN.html

8.3 KB

index.html

5.0 KB

/.../Part 10-Module 01-Lesson 01_Generative Adversarial Networks/img/

generated-mnist.png

354.3 KB

mat-headshot.png

184.3 KB

/.../Part 10-Module 01-Lesson 02_Deep Convolutional GANs/

01. Deep Convolutional GANs.html

6.9 KB

02. DCGAN Architecture.html

5.8 KB

02. Deconvolution-sX_AxtB6CHI.en.vtt

7.4 KB

02. Deconvolution-sX_AxtB6CHI.mp4

8.7 MB

02. Deconvolution-sX_AxtB6CHI.pt-BR.vtt

7.2 KB

02. Deconvolution-sX_AxtB6CHI.zh-CN.vtt

6.6 KB

03. Batch Normalization.html

6.7 KB

04. DCGAN Implementation.html

6.3 KB

05. DCGAN And The Generator-CH6BxLTKt7s.en.vtt

11.3 KB

05. DCGAN And The Generator-CH6BxLTKt7s.mp4

16.8 MB

05. DCGAN And The Generator-CH6BxLTKt7s.pt-BR.vtt

9.3 KB

05. DCGAN And The Generator-CH6BxLTKt7s.zh-CN.vtt

9.9 KB

05. DCGAN and the Generator.html

5.8 KB

06. Generator Solution-jyPwUEZg05Q.en.vtt

3.9 KB

06. Generator Solution-jyPwUEZg05Q.mp4

7.6 MB

06. Generator Solution-jyPwUEZg05Q.pt-BR.vtt

3.2 KB

06. Generator Solution-jyPwUEZg05Q.zh-CN.vtt

3.4 KB

06. Generator Solution.html

5.8 KB

07. Discriminator-XRqOUbf96eI.en.vtt

3.2 KB

07. Discriminator-XRqOUbf96eI.mp4

3.4 MB

07. Discriminator-XRqOUbf96eI.pt-BR.vtt

2.6 KB

07. Discriminator-XRqOUbf96eI.zh-CN.vtt

2.7 KB

07. Discriminator.html

5.7 KB

08. Discriminator Solution-ffPWI2yJscw.en.vtt

3.4 KB

08. Discriminator Solution-ffPWI2yJscw.mp4

4.1 MB

08. Discriminator Solution-ffPWI2yJscw.pt-BR.vtt

2.8 KB

08. Discriminator Solution-ffPWI2yJscw.zh-CN.vtt

3.1 KB

08. Discriminator Solution.html

5.8 KB

09. Building And Training The Network-nXKk9GI4X14.en.vtt

6.3 KB

09. Building And Training The Network-nXKk9GI4X14.mp4

8.5 MB

09. Building And Training The Network-nXKk9GI4X14.pt-BR.vtt

4.7 KB

09. Building And Training The Network-nXKk9GI4X14.zh-CN.vtt

5.3 KB

09. Building and Training the Network.html

5.9 KB

10. Hyperparameter Solutions.html

5.8 KB

10. Hyperparameters Solution-Rt8MlVDtpi8.en.vtt

4.3 KB

10. Hyperparameters Solution-Rt8MlVDtpi8.mp4

7.3 MB

10. Hyperparameters Solution-Rt8MlVDtpi8.pt-BR.vtt

3.6 KB

10. Hyperparameters Solution-Rt8MlVDtpi8.zh-CN.vtt

3.7 KB

index.html

4.3 KB

/.../Part 10-Module 01-Lesson 02_Deep Convolutional GANs/img/

mat-headshot.png

184.3 KB

svhn-examples.png

174.0 KB

/.../Part 10-Module 01-Lesson 03_Semi-Supervised Learning/

01. Semi-supervised Learning.html

7.1 KB

02. Semi-Supervised Classification with GANs.html

6.2 KB

02. Semi-Supervised Learning-_LRpHPxZaX0.en.vtt

10.4 KB

02. Semi-Supervised Learning-_LRpHPxZaX0.mp4

10.6 MB

02. Semi-Supervised Learning-_LRpHPxZaX0.pt-BR.vtt

9.8 KB

02. Semi-Supervised Learning-_LRpHPxZaX0.zh-CN.vtt

9.5 KB

03. Introducing Semi-Supervised Learning-tnCClNy5z5c.en.vtt

5.0 KB

03. Introducing Semi-Supervised Learning-tnCClNy5z5c.mp4

6.2 MB

03. Introducing Semi-Supervised Learning-tnCClNy5z5c.pt-BR.vtt

4.7 KB

03. Introducing Semi-Supervised Learning-tnCClNy5z5c.zh-CN.vtt

4.7 KB

03. Introducing Semi-Supervised Learning.html

6.2 KB

04. Data Prep-P5hOx09mwaM.en.vtt

5.5 KB

04. Data Prep-P5hOx09mwaM.mp4

6.4 MB

04. Data Prep-P5hOx09mwaM.pt-BR.vtt

4.7 KB

04. Data Prep-P5hOx09mwaM.zh-CN.vtt

4.9 KB

04. Data Prep.html

6.0 KB

05. Building The Generator And Discriminator-OWytckbbeGQ.en.vtt

15.5 KB

05. Building The Generator And Discriminator-OWytckbbeGQ.mp4

18.8 MB

05. Building The Generator And Discriminator-OWytckbbeGQ.pt-BR.vtt

14.9 KB

05. Building The Generator And Discriminator-OWytckbbeGQ.zh-CN.vtt

14.1 KB

05. Building The Generator And Discriminator.html

6.3 KB

06. Model Loss Exercise-W7TawMNxBds.en.vtt

12.8 KB

06. Model Loss Exercise-W7TawMNxBds.mp4

16.6 MB

06. Model Loss Exercise-W7TawMNxBds.pt-BR.vtt

20.3 KB

06. Model Loss Exercise-W7TawMNxBds.zh-CN.vtt

11.0 KB

06. Model Loss Exercise.html

6.1 KB

07. Model Optimization Exercise-wNpI1wUA4Io.en.vtt

10.9 KB

07. Model Optimization Exercise-wNpI1wUA4Io.mp4

13.3 MB

07. Model Optimization Exercise-wNpI1wUA4Io.pt-BR.vtt

18.0 KB

07. Model Optimization Exercise-wNpI1wUA4Io.zh-CN.vtt

9.4 KB

07. Model Optimization Exercise.html

6.2 KB

08. Training The Network -P-LXQPVXl4A.en.vtt

4.8 KB

08. Training The Network -P-LXQPVXl4A.mp4

5.7 MB

08. Training The Network -P-LXQPVXl4A.pt-BR.vtt

7.9 KB

08. Training The Network -P-LXQPVXl4A.zh-CN.vtt

4.3 KB

08. Training The Network.html

6.1 KB

09. Discriminator Solution-_X8ssUzu_Bo.en.vtt

5.2 KB

09. Discriminator Solution-_X8ssUzu_Bo.mp4

7.8 MB

09. Discriminator Solution-_X8ssUzu_Bo.pt-BR.vtt

5.0 KB

09. Discriminator Solution-_X8ssUzu_Bo.zh-CN.vtt

4.4 KB

09. Discriminator Solution.html

6.1 KB

10. Model Loss Solution-r3DtohmychE.en.vtt

6.9 KB

10. Model Loss Solution-r3DtohmychE.mp4

9.3 MB

10. Model Loss Solution-r3DtohmychE.pt-BR.vtt

6.9 KB

10. Model Loss Solution-r3DtohmychE.zh-CN.vtt

5.9 KB

10. Model Loss Solution.html

6.1 KB

11. Model Optimizer Solution-_Qhz9SbR7xY.en.vtt

3.4 KB

11. Model Optimizer Solution-_Qhz9SbR7xY.mp4

4.3 MB

11. Model Optimizer Solution-_Qhz9SbR7xY.pt-BR.vtt

3.5 KB

11. Model Optimizer Solution-_Qhz9SbR7xY.zh-CN.vtt

3.1 KB

11. Model Optimizer Solution.html

6.1 KB

12. Trained Semi-Supervised GAN-9yWYZDX8-O8.en.vtt

6.1 KB

12. Trained Semi-Supervised GAN-9yWYZDX8-O8.mp4

7.5 MB

12. Trained Semi-Supervised GAN-9yWYZDX8-O8.pt-BR.vtt

5.8 KB

12. Trained Semi-Supervised GAN-9yWYZDX8-O8.zh-CN.vtt

5.4 KB

12. Trained Semi-Supervised GAN.html

6.2 KB

index.html

4.6 KB

/.../Part 10-Module 01-Lesson 03_Semi-Supervised Learning/img/

mat-headshot.png

184.3 KB

/.../Part 11-Module 01-Lesson 01_Introduction to RL/

01. Introduction-6jSFl5kxIBs.en.vtt

2.5 KB

01. Introduction-6jSFl5kxIBs.mp4

5.4 MB

01. Introduction-6jSFl5kxIBs.pt-BR.vtt

2.5 KB

01. Introduction-6jSFl5kxIBs.zh-CN.vtt

2.2 KB

01. Introduction.html

5.6 KB

02. Applications-CV6B84mKRNM.en.vtt

3.3 KB

02. Applications-CV6B84mKRNM.mp4

8.9 MB

02. Applications-CV6B84mKRNM.pt-BR.vtt

3.5 KB

02. Applications-CV6B84mKRNM.zh-CN.vtt

3.0 KB

02. Applications.html

7.3 KB

03. The Setting-nh8Gwdu19nc.en.vtt

7.2 KB

03. The Setting-nh8Gwdu19nc.mp4

8.1 MB

03. The Setting-nh8Gwdu19nc.pt-BR.vtt

7.5 KB

03. The Setting-nh8Gwdu19nc.zh-CN.vtt

6.2 KB

03. The Setting.html

5.2 KB

04. OpenAI Gym-MktEOWp3QLg.en.vtt

2.3 KB

04. OpenAI Gym-MktEOWp3QLg.mp4

9.9 MB

04. OpenAI Gym-MktEOWp3QLg.pt-BR.vtt

2.5 KB

04. OpenAI Gym-MktEOWp3QLg.zh-CN.vtt

2.1 KB

04. OpenAI Gym.html

7.1 KB

05. Resources-_YPqfAnCqtk.en.vtt

2.1 KB

05. Resources-_YPqfAnCqtk.mp4

7.3 MB

05. Resources-_YPqfAnCqtk.pt-BR.vtt

2.4 KB

05. Resources-_YPqfAnCqtk.zh-CN.vtt

1.9 KB

05. Resources.html

6.0 KB

06. Reference Guide.html

5.6 KB

index.html

3.9 KB

/.../Part 11-Module 01-Lesson 01_Introduction to RL/img/

paper-notes.svg.png

69.0 KB

/.../Part 11-Module 01-Lesson 02_The RL Framework The Problem/

01. Introduction-X_9l_ZqXXBA.en.vtt

0.8 KB

01. Introduction-X_9l_ZqXXBA.mp4

3.0 MB

01. Introduction-X_9l_ZqXXBA.pt-BR.vtt

0.9 KB

01. Introduction-X_9l_ZqXXBA.zh-CN.vtt

0.7 KB

01. Introduction.html

6.9 KB

02. The Setting, Revisited-V6Q1uF8a6kA.en.vtt

5.7 KB

02. The Setting, Revisited-V6Q1uF8a6kA.mp4

7.7 MB

02. The Setting, Revisited-V6Q1uF8a6kA.pt-BR.vtt

5.9 KB

02. The Setting, Revisited-V6Q1uF8a6kA.zh-CN.vtt

4.9 KB

02. The Setting, Revisited.html

6.7 KB

03. Episodic vs. Continuing Tasks-E1I-BPanSM8.en.vtt

2.9 KB

03. Episodic vs. Continuing Tasks-E1I-BPanSM8.mp4

10.6 MB

03. Episodic vs. Continuing Tasks-E1I-BPanSM8.pt-BR.vtt

3.1 KB

03. Episodic vs. Continuing Tasks-E1I-BPanSM8.zh-CN.vtt

2.5 KB

03. Episodic vs. Continuing Tasks.html

6.8 KB

04. Quiz Test Your Intuition.html

12.5 KB

05. Quiz Episodic or Continuing.html

9.1 KB

06. The Reward Hypothesis-uAqNwgZ49JE.en.vtt

3.5 KB

06. The Reward Hypothesis-uAqNwgZ49JE.mp4

4.6 MB

06. The Reward Hypothesis-uAqNwgZ49JE.pt-BR.vtt

3.8 KB

06. The Reward Hypothesis-uAqNwgZ49JE.zh-CN.vtt

3.1 KB

06. The Reward Hypothesis.html

6.7 KB

07. Goals and Rewards, Part 1-XPnj3Ya3EuM.en.vtt

3.3 KB

07. Goals and Rewards, Part 1-XPnj3Ya3EuM.mp4

7.2 MB

07. Goals and Rewards, Part 1-XPnj3Ya3EuM.pt-BR.vtt

3.7 KB

07. Goals and Rewards, Part 1-XPnj3Ya3EuM.zh-CN.vtt

2.9 KB

07. Goals and Rewards, Part 1.html

6.8 KB

08. Goals and Rewards, Part 2-pVIFc72VYH8.en.vtt

5.9 KB

08. Goals and Rewards, Part 2-pVIFc72VYH8.mp4

8.4 MB

08. Goals and Rewards, Part 2-pVIFc72VYH8.pt-BR.vtt

6.5 KB

08. Goals and Rewards, Part 2-pVIFc72VYH8.zh-CN.vtt

5.1 KB

08. Goals and Rewards, Part 2.html

7.4 KB

09. Quiz Goals and Rewards.html

12.2 KB

10. Cumulative Reward-ysriH65lV9o.en.vtt

5.5 KB

10. Cumulative Reward-ysriH65lV9o.mp4

10.4 MB

10. Cumulative Reward-ysriH65lV9o.pt-BR.vtt

6.1 KB

10. Cumulative Reward-ysriH65lV9o.zh-CN.vtt

4.5 KB

10. Cumulative Reward.html

6.7 KB

11. Discounted Return-opXGNPwwn7g.en.vtt

7.3 KB

11. Discounted Return-opXGNPwwn7g.mp4

15.0 MB

11. Discounted Return-opXGNPwwn7g.pt-BR.vtt

8.2 KB

11. Discounted Return-opXGNPwwn7g.zh-CN.vtt

6.1 KB

11. Discounted Return.html

7.5 KB

12. Quiz Pole-Balancing.html

11.7 KB

13. MDPs, Part 1-NBWbluSbxPg.en.vtt

4.1 KB

13. MDPs, Part 1-NBWbluSbxPg.mp4

4.0 MB

13. MDPs, Part 1-NBWbluSbxPg.pt-BR.vtt

4.4 KB

13. MDPs, Part 1-NBWbluSbxPg.zh-CN.vtt

3.5 KB

13. MDPs, Part 1.html

8.1 KB

14. MDPs, Part 2-CUTtQvxKkNw.en.vtt

7.0 KB

14. MDPs, Part 2-CUTtQvxKkNw.mp4

7.2 MB

14. MDPs, Part 2-CUTtQvxKkNw.pt-BR.vtt

7.4 KB

14. MDPs, Part 2-CUTtQvxKkNw.zh-CN.vtt

5.8 KB

14. MDPs, Part 2.html

6.7 KB

15. Quiz One-Step Dynamics, Part 1.html

11.1 KB

16. Quiz One-Step Dynamics, Part 2.html

14.8 KB

17. MDPs, Part 3-UlXHFbla3QI.en.vtt

3.0 KB

17. MDPs, Part 3-UlXHFbla3QI.mp4

15.5 MB

17. MDPs, Part 3-UlXHFbla3QI.pt-BR.vtt

3.5 KB

17. MDPs, Part 3-UlXHFbla3QI.zh-CN.vtt

2.5 KB

17. MDPs, Part 3.html

6.7 KB

18. Finite MDPs.html

11.6 KB

19. Summary.html

12.4 KB

index.html

5.0 KB

/.../Part 11-Module 01-Lesson 02_The RL Framework The Problem/img/

1omsg2-mkguagky1c64uflw.gif

188.4 KB

article-2278590-1792e332000005dc-394-634x615.jpg

105.5 KB

backgammonboard.svg.png

115.5 KB

chess-game.jpg

7.9 MB

go.jpg

629.6 KB

index.jpg

11.8 KB

maze.png

4.3 KB

pup.jpg

185.6 KB

screen-shot-2017-09-20-at-12.02.06-pm.png

28.3 KB

screen-shot-2017-09-21-at-3.08.03-pm.png

156.6 KB

screen-shot-2017-09-21-at-3.25.10-pm.png

56.9 KB

screen-shot-2017-09-21-at-3.46.12-pm.png

53.5 KB

screen-shot-2017-09-21-at-4.34.08-pm.png

27.5 KB

screen-shot-2017-09-21-at-12.20.30-pm.png

208.0 KB

screen-shot-2017-09-21-at-12.20.50-pm.png

215.6 KB

/.../Part 11-Module 01-Lesson 03_The RL Framework The Solution/

01. Introduction-9Wyf5Zsska8.en.vtt

1.4 KB

01. Introduction-9Wyf5Zsska8.mp4

5.7 MB

01. Introduction-9Wyf5Zsska8.pt-BR.vtt

1.4 KB

01. Introduction-9Wyf5Zsska8.zh-CN.vtt

1.2 KB

01. Introduction.html

6.2 KB

02. Policies-hc3LrvaC13U.en.vtt

4.9 KB

02. Policies-hc3LrvaC13U.mp4

21.2 MB

02. Policies-hc3LrvaC13U.pt-BR.vtt

5.6 KB

02. Policies-hc3LrvaC13U.zh-CN.vtt

4.1 KB

02. Policies.html

6.0 KB

03. Quiz Interpret the Policy.html

12.0 KB

04. Gridworld Example-XeHBmPFqTsE.en.vtt

2.6 KB

04. Gridworld Example-XeHBmPFqTsE.mp4

2.5 MB

04. Gridworld Example-XeHBmPFqTsE.pt-BR.vtt

2.9 KB

04. Gridworld Example-XeHBmPFqTsE.zh-CN.vtt

2.1 KB

04. Gridworld Example.html

6.0 KB

05. State-Value Functions-llakAjwox_8.en.vtt

4.8 KB

05. State-Value Functions-llakAjwox_8.mp4

5.5 MB

05. State-Value Functions-llakAjwox_8.pt-BR.vtt

5.4 KB

05. State-Value Functions-llakAjwox_8.zh-CN.vtt

4.0 KB

05. State-Value Functions.html

7.4 KB

06. Bellman Equations-UgIaDMvSdUo.en.vtt

3.9 KB

06. Bellman Equations-UgIaDMvSdUo.mp4

4.3 MB

06. Bellman Equations-UgIaDMvSdUo.pt-BR.vtt

4.0 KB

06. Bellman Equations-UgIaDMvSdUo.zh-CN.vtt

3.1 KB

06. Bellman Equations.html

10.7 KB

07. Quiz State-Value Functions.html

12.6 KB

08. Optimality-j231aRV74QM.en.vtt

4.7 KB

08. Optimality-j231aRV74QM.mp4

6.3 MB

08. Optimality-j231aRV74QM.pt-BR.vtt

5.2 KB

08. Optimality-j231aRV74QM.zh-CN.vtt

3.9 KB

08. Optimality.html

6.0 KB

09. Action-Value Functions-KJLaRfOOPGA.en.vtt

4.8 KB

09. Action-Value Functions-KJLaRfOOPGA.mp4

6.9 MB

09. Action-Value Functions-KJLaRfOOPGA.pt-BR.vtt

5.4 KB

09. Action-Value Functions-KJLaRfOOPGA.zh-CN.vtt

4.0 KB

09. Action-Value Functions.html

6.9 KB

10. Quiz Action-Value Functions.html

7.0 KB

11. Optimal Policies-2rguYpVyCto.en.vtt

4.0 KB

11. Optimal Policies-2rguYpVyCto.mp4

7.5 MB

11. Optimal Policies-2rguYpVyCto.pt-BR.vtt

4.3 KB

11. Optimal Policies-2rguYpVyCto.zh-CN.vtt

3.4 KB

11. Optimal Policies.html

6.0 KB

12. Quiz Optimal Policies.html

12.8 KB

13. Summary.html

11.3 KB

index.html

4.5 KB

/.../Part 11-Module 01-Lesson 03_The RL Framework The Solution/img/

screen-shot-2017-08-31-at-3.27.10-pm.png

474.2 KB

screen-shot-2017-09-21-at-12.20.30-pm.png

208.0 KB

screen-shot-2017-09-24-at-4.28.04-pm.png

637.6 KB

screen-shot-2017-09-25-at-5.51.40-pm.png

66.1 KB

screen-shot-2017-09-25-at-6.02.37-pm.png

80.7 KB

screen-shot-2017-09-25-at-9.18.00-pm.png

53.7 KB

screen-shot-2017-09-25-at-11.35.38-am.png

25.8 KB

/.../Part 11-Module 01-Lesson 04_Dynamic Programming/

01. Introduction-ek2PD9RDrWw.en.vtt

1.1 KB

01. Introduction-ek2PD9RDrWw.mp4

6.5 MB

01. Introduction-ek2PD9RDrWw.pt-BR.vtt

1.1 KB

01. Introduction-ek2PD9RDrWw.zh-CN.vtt

0.9 KB

01. Introduction.html

8.2 KB

02. OpenAI Gym FrozenLakeEnv.html

10.7 KB

03. Your Workspace.html

10.2 KB

04. Another Gridworld Example-n9SbomnLb-U.en.vtt

2.1 KB

04. Another Gridworld Example-n9SbomnLb-U.mp4

4.9 MB

04. Another Gridworld Example-n9SbomnLb-U.pt-BR.vtt

2.2 KB

04. Another Gridworld Example-n9SbomnLb-U.zh-CN.vtt

1.7 KB

04. Another Gridworld Example.html

8.1 KB

05. An Iterative Method, Part 1.html

7.6 KB

05. An Iterative Method-AX-hG3KvwzY.en.vtt

7.7 KB

05. An Iterative Method-AX-hG3KvwzY.mp4

28.9 MB

05. An Iterative Method-AX-hG3KvwzY.pt-BR.vtt

8.4 KB

05. An Iterative Method-AX-hG3KvwzY.zh-CN.vtt

6.4 KB

06. An Iterative Method, Part 2.html

13.6 KB

07. Quiz An Iterative Method.html

11.8 KB

08. Iterative Policy Evaluation-eDXIL_oOJHI.en.vtt

7.5 KB

08. Iterative Policy Evaluation-eDXIL_oOJHI.mp4

27.9 MB

08. Iterative Policy Evaluation-eDXIL_oOJHI.pt-BR.vtt

7.6 KB

08. Iterative Policy Evaluation-eDXIL_oOJHI.zh-CN.vtt

6.2 KB

08. Iterative Policy Evaluation.html

7.6 KB

09. Implementation.html

13.1 KB

10. Mini Project DP (Parts 0 and 1).html

8.0 KB

11. Action Values.html

12.4 KB

12. Implementation.html

9.3 KB

13. Mini Project DP (Part 2).html

8.0 KB

14. Policy Improvement-4_adUEK0IHg.en.vtt

8.3 KB

14. Policy Improvement-4_adUEK0IHg.mp4

31.9 MB

14. Policy Improvement-4_adUEK0IHg.pt-BR.vtt

9.2 KB

14. Policy Improvement-4_adUEK0IHg.zh-CN.vtt

7.1 KB

14. Policy Improvement.html

7.6 KB

15. Implementation.html

10.0 KB

16. Mini Project DP (Part 3).html

8.0 KB

17. Policy Iteration-gqv7o1kBDc0.en.vtt

2.1 KB

17. Policy Iteration-gqv7o1kBDc0.mp4

8.5 MB

17. Policy Iteration-gqv7o1kBDc0.pt-BR.vtt

2.4 KB

17. Policy Iteration-gqv7o1kBDc0.zh-CN.vtt

1.8 KB

17. Policy Iteration.html

7.5 KB

18. Implementation.html

8.5 KB

19. Mini Project DP (Part 4).html

8.0 KB

20. Truncated Policy Iteration-a-RvCxlPMho.en.vtt

3.5 KB

20. Truncated Policy Iteration-a-RvCxlPMho.mp4

14.8 MB

20. Truncated Policy Iteration-a-RvCxlPMho.pt-BR.vtt

3.8 KB

20. Truncated Policy Iteration-a-RvCxlPMho.zh-CN.vtt

3.0 KB

20. Truncated Policy Iteration.html

7.6 KB

21. Implementation.html

10.1 KB

22. Mini Project DP (Part 5).html

8.0 KB

23. Value Iteration-XNeQn8N36y8.en.vtt

4.3 KB

23. Value Iteration-XNeQn8N36y8.mp4

16.4 MB

23. Value Iteration-XNeQn8N36y8.pt-BR.vtt

4.6 KB

23. Value Iteration-XNeQn8N36y8.zh-CN.vtt

3.5 KB

23. Value Iteration.html

7.5 KB

24. Implementation.html

10.4 KB

25. Mini Project DP (Part 6).html

8.0 KB

26. Check Your Understanding.html

9.4 KB

27. Summary.html

14.2 KB

index.html

5.7 KB

/.../Part 11-Module 01-Lesson 04_Dynamic Programming/img/

actionvalue.png

643.5 KB

est-action.png

154.2 KB

frozen-lake-6.jpg

1.6 MB

improve.png

127.4 KB

iteration.png

247.2 KB

policy-eval.png

265.9 KB

screen-shot-2017-09-26-at-2.18.38-pm.png

415.6 KB

screen-shot-2017-09-26-at-4.22.09-pm.png

224.6 KB

screen-shot-2017-09-26-at-11.03.16-pm.png

265.9 KB

screen-shot-2017-10-02-at-10.41.44-am.png

13.2 KB

screen-shot-2017-12-17-at-9.41.03-am.png

162.0 KB

statevalue.png

1.0 MB

truncated-eval.png

230.6 KB

truncated-iter.png

280.6 KB

value-iteration.png

390.4 KB

/.../Part 11-Module 01-Lesson 05_Monte Carlo Methods/

01. Introduction-W2EP3riQSus.en.vtt

0.9 KB

01. Introduction-W2EP3riQSus.mp4

5.2 MB

01. Introduction-W2EP3riQSus.pt-BR.vtt

1.0 KB

01. Introduction-W2EP3riQSus.zh-CN.vtt

0.8 KB

01. Introduction.html

7.4 KB

02. OpenAI Gym BlackjackEnv.html

9.6 KB

03. MC Prediction State Values-0q2wSWyuBj8.en.vtt

8.7 KB

03. MC Prediction State Values-0q2wSWyuBj8.mp4

35.0 MB

03. MC Prediction State Values-0q2wSWyuBj8.pt-BR.vtt

9.3 KB

03. MC Prediction State Values-0q2wSWyuBj8.zh-CN.vtt

7.4 KB

03. MC Prediction State Values.html

7.2 KB

04. Implementation.html

9.7 KB

05. Mini Project MC (Parts 0 and 1).html

7.6 KB

06. MC Prediction Action Values-08tLtbh0xLs.en.vtt

6.2 KB

06. MC Prediction Action Values-08tLtbh0xLs.mp4

23.1 MB

06. MC Prediction Action Values-08tLtbh0xLs.pt-BR.vtt

7.2 KB

06. MC Prediction Action Values-08tLtbh0xLs.zh-CN.vtt

5.3 KB

06. MC Prediction Action Values.html

7.2 KB

07. Implementation.html

9.0 KB

08. Mini Project MC (Part 2).html

7.6 KB

09. Generalized Policy Iteration-XRmz4nolEsw.en.vtt

2.3 KB

09. Generalized Policy Iteration-XRmz4nolEsw.mp4

7.3 MB

09. Generalized Policy Iteration-XRmz4nolEsw.pt-BR.vtt

2.6 KB

09. Generalized Policy Iteration-XRmz4nolEsw.zh-CN.vtt

1.9 KB

09. Generalized Policy Iteration.html

7.2 KB

10. MC Control Incremental Mean-E2RITH-2NUE.en.vtt

5.6 KB

10. MC Control Incremental Mean-E2RITH-2NUE.mp4

21.0 MB

10. MC Control Incremental Mean-E2RITH-2NUE.pt-BR.vtt

6.0 KB

10. MC Control Incremental Mean-E2RITH-2NUE.zh-CN.vtt

4.6 KB

10. MC Control Incremental Mean.html

7.2 KB

11. Quiz Incremental Mean.html

9.8 KB

12. MC Control Policy Evaluation-3_opwMzpEEI.en.vtt

2.3 KB

12. MC Control Policy Evaluation-3_opwMzpEEI.mp4

9.5 MB

12. MC Control Policy Evaluation-3_opwMzpEEI.pt-BR.vtt

2.6 KB

12. MC Control Policy Evaluation-3_opwMzpEEI.zh-CN.vtt

1.9 KB

12. MC Control Policy Evaluation.html

7.3 KB

13. MC Control Policy Improvement-2RKH-BInX7s.en.vtt

6.9 KB

13. MC Control Policy Improvement-2RKH-BInX7s.mp4

23.1 MB

13. MC Control Policy Improvement-2RKH-BInX7s.pt-BR.vtt

7.3 KB

13. MC Control Policy Improvement-2RKH-BInX7s.zh-CN.vtt

5.7 KB

13. MC Control Policy Improvement.html

7.3 KB

14. Quiz Epsilon-Greedy Policies.html

14.3 KB

15. Exploration vs. Exploitation.html

17.8 KB

16. Implementation.html

8.0 KB

17. Mini Project MC (Part 3).html

7.6 KB

18. MC Control Constant-alpha, Part 1.html

7.2 KB

18. MC Control Constant-alpha-QFV1nI9Zpoo.en.vtt

4.0 KB

18. MC Control Constant-alpha-QFV1nI9Zpoo.mp4

13.1 MB

18. MC Control Constant-alpha-QFV1nI9Zpoo.pt-BR.vtt

4.1 KB

18. MC Control Constant-alpha-QFV1nI9Zpoo.zh-CN.vtt

3.3 KB

19. MC Control Constant-alpha, Part 2.html

15.8 KB

20. Implementation.html

8.1 KB

21. Mini Project MC (Part 4).html

7.6 KB

22. Summary.html

15.5 KB

index.html

5.4 KB

/.../Part 11-Module 01-Lesson 05_Monte Carlo Methods/img/

2-card-21.png

180.1 KB

constant-alpha.png

147.1 KB

exploration-vs.-exploitation.png

209.2 KB

incremental.png

155.6 KB

mc-control-constant-a.png

281.6 KB

mc-control-glie.png

304.3 KB

mc-pred-action.png

372.3 KB

mc-pred-state.png

356.5 KB

screen-shot-2017-10-04-at-2.46.11-pm.png

60.4 KB

screen-shot-2017-10-04-at-4.58.58-pm.png

733.2 KB

screen-shot-2017-10-04-at-5.01.26-pm.png

278.4 KB

screen-shot-2017-10-05-at-3.55.40-pm.png

86.7 KB

screen-shot-2017-10-12-at-5.47.45-pm.png

75.4 KB

/.../Part 11-Module 01-Lesson 06_Temporal-Difference Methods/

01. Introduction-yXErXQulI_o.en.vtt

3.0 KB

01. Introduction-yXErXQulI_o.mp4

21.7 MB

01. Introduction-yXErXQulI_o.zh-CN.vtt

2.5 KB

01. Introduction.html

6.6 KB

02. OpenAI Gym CliffWalkingEnv.html

8.5 KB

03. TD Prediction TD(0)-CsD6b0csU7o.en.vtt

9.0 KB

03. TD Prediction TD(0)-CsD6b0csU7o.mp4

31.6 MB

03. TD Prediction TD(0)-CsD6b0csU7o.zh-CN.vtt

7.5 KB

03. TD Prediction TD(0).html

6.4 KB

04. Implementation.html

8.3 KB

05. Mini Project TD (Parts 0 and 1).html

6.9 KB

06. TD Prediction Action Values-1c029-7_9GA.en.vtt

2.7 KB

06. TD Prediction Action Values-1c029-7_9GA.mp4

10.2 MB

06. TD Prediction Action Values-1c029-7_9GA.zh-CN.vtt

2.3 KB

06. TD Prediction Action Values.html

6.8 KB

07. TD Control Sarsa(0)-LkFkjfsRpXc.en.vtt

2.3 KB

07. TD Control Sarsa(0)-LkFkjfsRpXc.mp4

8.0 MB

07. TD Control Sarsa(0)-LkFkjfsRpXc.zh-CN.vtt

1.9 KB

07. TD Control Sarsa(0).html

6.4 KB

08. Implementation.html

8.8 KB

09. Mini Project TD (Part 2).html

6.9 KB

10. TD Control Sarsamax-4DxoYuR7aZ4.en.vtt

4.7 KB

10. TD Control Sarsamax-4DxoYuR7aZ4.mp4

17.3 MB

10. TD Control Sarsamax-4DxoYuR7aZ4.zh-CN.vtt

3.9 KB

10. TD Control Sarsamax.html

6.7 KB

11. Implementation.html

7.3 KB

12. Mini Project TD (Part 3).html

6.9 KB

13. TD Control Expected Sarsa-kEKupCyU0P0.en.vtt

1.3 KB

13. TD Control Expected Sarsa-kEKupCyU0P0.mp4

4.5 MB

13. TD Control Expected Sarsa-kEKupCyU0P0.zh-CN.vtt

1.0 KB

13. TD Control Expected Sarsa.html

6.7 KB

14. Implementation.html

7.9 KB

15. Mini Project TD (Part 4).html

6.9 KB

16. Analyzing Performance.html

8.7 KB

17. Summary.html

10.6 KB

index.html

4.9 KB

/.../Part 11-Module 01-Lesson 06_Temporal-Difference Methods/img/

expected-sarsa.png

260.5 KB

matengai-of-kuniga-coast-in-oki-island-shimane-pref600.jpg

252.9 KB

sarsa.png

293.7 KB

sarsamax.png

270.9 KB

screen-shot-2017-10-17-at-11.02.44-am.png

57.9 KB

screen-shot-2017-12-17-at-12.49.34-pm.png

340.5 KB

td-prediction.png

318.6 KB

/.../Part 11-Module 01-Lesson 07_Solve OpenAI Gym's Taxi-v2 Task/

01. Introduction.html

7.8 KB

02. Instructions.html

11.3 KB

03. Mini Project.html

5.5 KB

index.html

3.7 KB

/.../Part 11-Module 01-Lesson 07_Solve OpenAI Gym's Taxi-v2 Task/img/

new-tab.gif

185.7 KB

open-agent-monitor-main.gif

2.9 MB

open-terminal.gif

838.9 KB

run-main.gif

2.1 MB

screen-shot-2018-04-14-at-3.13.15-pm.png

48.2 KB

/.../Part 11-Module 01-Lesson 08_RL in Continuous Spaces/

01. Deep Reinforcement Learning-GPjK124RU5g.en.vtt

6.6 KB

01. Deep Reinforcement Learning-GPjK124RU5g.mp4

34.8 MB

01. Deep Reinforcement Learning-GPjK124RU5g.pt-BR.vtt

7.5 KB

01. Deep Reinforcement Learning-GPjK124RU5g.zh-CN.vtt

5.8 KB

01. Deep Reinforcement Learning.html

6.7 KB

02. Resources.html

8.4 KB

03. Discrete vs. Continuous Spaces-uHstLeRzaE8.en.vtt

6.7 KB

03. Discrete vs. Continuous Spaces-uHstLeRzaE8.mp4

22.4 MB

03. Discrete vs. Continuous Spaces-uHstLeRzaE8.pt-BR.vtt

7.8 KB

03. Discrete vs. Continuous Spaces-uHstLeRzaE8.zh-CN.vtt

5.9 KB

03. Discrete vs. Continuous Spaces.html

6.3 KB

04. Quiz Space Representations.html

7.2 KB

05. Discretization-j2eZyUpy--E.en.vtt

4.7 KB

05. Discretization-j2eZyUpy--E.mp4

13.2 MB

05. Discretization-j2eZyUpy--E.pt-BR.vtt

5.3 KB

05. Discretization-j2eZyUpy--E.zh-CN.vtt

4.2 KB

05. Discretization.html

6.2 KB

06. Exercise Discretization.html

6.5 KB

07. Tile Coding-BRs7AnTZ_8k.en.vtt

3.9 KB

07. Tile Coding-BRs7AnTZ_8k.mp4

11.6 MB

07. Tile Coding-BRs7AnTZ_8k.pt-BR.vtt

4.3 KB

07. Tile Coding-BRs7AnTZ_8k.zh-CN.vtt

3.4 KB

07. Tile Coding.html

6.1 KB

08. Exercise Tile Coding.html

6.5 KB

09. Coarse Coding-Uu1J5KLAfTU.en.vtt

3.1 KB

09. Coarse Coding-Uu1J5KLAfTU.mp4

10.8 MB

09. Coarse Coding-Uu1J5KLAfTU.pt-BR.vtt

3.5 KB

09. Coarse Coding-Uu1J5KLAfTU.zh-CN.vtt

2.8 KB

09. Coarse Coding.html

6.1 KB

10. Function Approximation-UTGWVY6jEdg.en.vtt

4.2 KB

10. Function Approximation-UTGWVY6jEdg.mp4

21.1 MB

10. Function Approximation-UTGWVY6jEdg.pt-BR.vtt

4.7 KB

10. Function Approximation-UTGWVY6jEdg.zh-CN.vtt

3.7 KB

10. Function Approximation.html

7.5 KB

11. Linear Function Approximation-OJ5wrB7o-pI.en.vtt

7.1 KB

11. Linear Function Approximation-OJ5wrB7o-pI.mp4

30.1 MB

11. Linear Function Approximation-OJ5wrB7o-pI.pt-BR.vtt

8.0 KB

11. Linear Function Approximation-OJ5wrB7o-pI.zh-CN.vtt

5.9 KB

11. Linear Function Approximation.html

6.3 KB

12. Kernel Functions-RdkPVYyVOvU.en.vtt

3.0 KB

12. Kernel Functions-RdkPVYyVOvU.mp4

9.3 MB

12. Kernel Functions-RdkPVYyVOvU.pt-BR.vtt

3.2 KB

12. Kernel Functions-RdkPVYyVOvU.zh-CN.vtt

2.6 KB

12. Kernel Functions.html

6.2 KB

13. Non-Linear Function Approximation-rITnmpD2mN8.en.vtt

1.6 KB

13. Non-Linear Function Approximation-rITnmpD2mN8.mp4

5.2 MB

13. Non-Linear Function Approximation-rITnmpD2mN8.pt-BR.vtt

1.8 KB

13. Non-Linear Function Approximation-rITnmpD2mN8.zh-CN.vtt

1.3 KB

13. Non-Linear Function Approximation.html

6.3 KB

14. Summary-MTEBk43oByU.en.vtt

1.7 KB

14. Summary-MTEBk43oByU.mp4

10.4 MB

14. Summary-MTEBk43oByU.pt-BR.vtt

1.9 KB

14. Summary-MTEBk43oByU.zh-CN.vtt

1.4 KB

14. Summary.html

6.1 KB

index.html

4.6 KB

/.../Part 11-Module 01-Lesson 08_RL in Continuous Spaces/img/

poker-hand-3-of-a-kind.png

131.7 KB

/.../Part 11-Module 01-Lesson 09_Deep Q-Learning/

01. Intro to Deep Q-Learning-o3cmuUDhP3I.en.vtt

1.5 KB

01. Intro to Deep Q-Learning-o3cmuUDhP3I.mp4

9.5 MB

01. Intro to Deep Q-Learning-o3cmuUDhP3I.pt-BR.vtt

1.7 KB

01. Intro to Deep Q-Learning-o3cmuUDhP3I.zh-CN.vtt

1.3 KB

01. Intro to Deep Q-Learning.html

6.1 KB

02. Neural Nets as Value Functions-cBi7vLrk8QQ.en.vtt

3.8 KB

02. Neural Nets as Value Functions-cBi7vLrk8QQ.mp4

13.3 MB

02. Neural Nets as Value Functions-cBi7vLrk8QQ.pt-BR.vtt

4.0 KB

02. Neural Nets as Value Functions-cBi7vLrk8QQ.zh-CN.vtt

3.3 KB

02. Neural Nets as Value Functions.html

6.1 KB

03. Monte Carlo Learning-qOviWYwcvsg.en.vtt

2.9 KB

03. Monte Carlo Learning-qOviWYwcvsg.mp4

10.9 MB

03. Monte Carlo Learning-qOviWYwcvsg.pt-BR.vtt

3.2 KB

03. Monte Carlo Learning-qOviWYwcvsg.zh-CN.vtt

2.6 KB

03. Monte Carlo Learning.html

6.3 KB

04. Temporal Difference Learning-lpmDi0QeUm8.en.vtt

4.2 KB

04. Temporal Difference Learning-lpmDi0QeUm8.mp4

17.8 MB

04. Temporal Difference Learning-lpmDi0QeUm8.pt-BR.vtt

4.6 KB

04. Temporal Difference Learning-lpmDi0QeUm8.zh-CN.vtt

3.7 KB

04. Temporal Difference Learning.html

6.1 KB

05. Q-Learning-AI5gLgYMSq8.en.vtt

5.4 KB

05. Q-Learning-AI5gLgYMSq8.mp4

18.2 MB

05. Q-Learning-AI5gLgYMSq8.pt-BR.vtt

6.0 KB

05. Q-Learning-AI5gLgYMSq8.zh-CN.vtt

4.8 KB

05. Q-Learning.html

6.3 KB

06. Deep Q Network-GgtR_d1OB-M.en.vtt

6.0 KB

06. Deep Q Network-GgtR_d1OB-M.mp4

26.9 MB

06. Deep Q Network-GgtR_d1OB-M.pt-BR.vtt

6.5 KB

06. Deep Q Network-GgtR_d1OB-M.zh-CN.vtt

5.4 KB

06. Deep Q Network.html

6.4 KB

07. Experience Replay-wX_-SZG-YMQ.en.vtt

9.7 KB

07. Experience Replay-wX_-SZG-YMQ.mp4

50.7 MB

07. Experience Replay-wX_-SZG-YMQ.pt-BR.vtt

11.6 KB

07. Experience Replay-wX_-SZG-YMQ.zh-CN.vtt

8.4 KB

07. Experience Replay.html

6.4 KB

08. Fixed Q Targets-SWpyiEezfp4.en.vtt

5.6 KB

08. Fixed Q Targets-SWpyiEezfp4.mp4

22.0 MB

08. Fixed Q Targets-SWpyiEezfp4.pt-BR.vtt

6.1 KB

08. Fixed Q Targets-SWpyiEezfp4.zh-CN.vtt

4.9 KB

08. Fixed Q Targets.html

6.3 KB

09. Deep Q-Learning Algorithm-MqTXoCxQ_eY.en.vtt

4.6 KB

09. Deep Q-Learning Algorithm-MqTXoCxQ_eY.mp4

18.3 MB

09. Deep Q-Learning Algorithm-MqTXoCxQ_eY.pt-BR.vtt

5.5 KB

09. Deep Q-Learning Algorithm-MqTXoCxQ_eY.zh-CN.vtt

3.9 KB

09. Deep Q-Learning Algorithm.html

6.7 KB

10. DQN Improvements-Zfdbp93A2GU.en.vtt

12.4 KB

10. DQN Improvements-Zfdbp93A2GU.mp4

41.3 MB

10. DQN Improvements-Zfdbp93A2GU.pt-BR.vtt

14.5 KB

10. DQN Improvements-Zfdbp93A2GU.zh-CN.vtt

11.0 KB

10. DQN Improvements.html

7.0 KB

11. Implementing Deep Q-Learning.html

7.1 KB

12. TensorFlow Implementation.html

6.5 KB

13. Wrap Up-x6JggcDTcys.en.vtt

1.3 KB

13. Wrap Up-x6JggcDTcys.mp4

7.6 MB

13. Wrap Up-x6JggcDTcys.pt-BR.vtt

1.5 KB

13. Wrap Up-x6JggcDTcys.zh-CN.vtt

1.1 KB

13. Wrap Up.html

6.0 KB

index.html

4.5 KB

/.../Part 11-Module 01-Lesson 09_Deep Q-Learning/img/

atari-network.png

317.4 KB

enable-gpu.png

75.2 KB

/.../Part 11-Module 01-Lesson 10_Policy-Based Methods/

01. M2L3 01 V1-YOSREyp04HA.en.vtt

0.9 KB

01. M2L3 01 V1-YOSREyp04HA.mp4

5.2 MB

01. M2L3 01 V1-YOSREyp04HA.zh-CN.vtt

0.8 KB

01. Policy-Based Methods.html

5.4 KB

02. M2L3 02 V2-ToS8vXGdODE.en.vtt

9.3 KB

02. M2L3 02 V2-ToS8vXGdODE.mp4

34.1 MB

02. M2L3 02 V2-ToS8vXGdODE.zh-CN.vtt

8.3 KB

02. Why Policy-Based Methods.html

5.4 KB

03. M2L3 03 V2-TePX-0Bs23E.en.vtt

6.1 KB

03. M2L3 03 V2-TePX-0Bs23E.mp4

19.8 MB

03. M2L3 03 V2-TePX-0Bs23E.zh-CN.vtt

5.4 KB

03. Policy Function Approximation.html

5.4 KB

04. M2L3 04 V1-QicxmyE5vTo.en.vtt

5.5 KB

04. M2L3 04 V1-QicxmyE5vTo.mp4

22.0 MB

04. M2L3 04 V1-QicxmyE5vTo.zh-CN.vtt

4.7 KB

04. Stochastic Policy Search.html

5.4 KB

05. M2L3 05 V1-eZxxNNIZuwA.en.vtt

7.5 KB

05. M2L3 05 V1-eZxxNNIZuwA.mp4

17.5 MB

05. M2L3 05 V1-eZxxNNIZuwA.zh-CN.vtt

6.4 KB

05. Policy Gradients.html

5.4 KB

06. M2L3 06 V1-RMjdQkl6CqE.en.vtt

0.9 KB

06. M2L3 06 V1-RMjdQkl6CqE.mp4

3.2 MB

06. M2L3 06 V1-RMjdQkl6CqE.zh-CN.vtt

0.8 KB

06. Monte Carlo Policy Gradients.html

5.4 KB

07. Constrained Policy Gradients.html

5.4 KB

07. M2L3 07 V2-ZBLLGIN1EfU.en.vtt

9.3 KB

07. M2L3 07 V2-ZBLLGIN1EfU.mp4

45.7 MB

07. M2L3 07 V2-ZBLLGIN1EfU.zh-CN.vtt

8.1 KB

08. M2L3 08 V1-og3W6CXn1F0.en.vtt

1.4 KB

08. M2L3 08 V1-og3W6CXn1F0.mp4

8.0 MB

08. M2L3 08 V1-og3W6CXn1F0.zh-CN.vtt

1.3 KB

08. Recap.html

5.4 KB

index.html

4.2 KB

/.../Part 11-Module 01-Lesson 11_Actor-Critic Methods/

01. Actor-Critic Methods.html

5.6 KB

01. RL M2L4 01 Actor Critic Methods RENDER V1 V1-FXhyxJzgt8U.en.vtt

1.6 KB

01. RL M2L4 01 Actor Critic Methods RENDER V1 V1-FXhyxJzgt8U.mp4

10.9 MB

01. RL M2L4 01 Actor Critic Methods RENDER V1 V1-FXhyxJzgt8U.pt-BR.vtt

1.8 KB

01. RL M2L4 01 Actor Critic Methods RENDER V1 V1-FXhyxJzgt8U.zh-CN.vtt

1.4 KB

02. A Better Score Function.html

5.6 KB

02. RL M2L4 02 A Better Score Function V2-_HBJ3l10-OE.en.vtt

2.7 KB

02. RL M2L4 02 A Better Score Function V2-_HBJ3l10-OE.mp4

9.1 MB

02. RL M2L4 02 A Better Score Function V2-_HBJ3l10-OE.pt-BR.vtt

3.2 KB

02. RL M2L4 02 A Better Score Function V2-_HBJ3l10-OE.zh-CN.vtt

2.4 KB

03. RL M2L4 03 Two Function Approximators V1-37KQEgLaLfw.en.vtt

1.7 KB

03. RL M2L4 03 Two Function Approximators V1-37KQEgLaLfw.mp4

6.4 MB

03. RL M2L4 03 Two Function Approximators V1-37KQEgLaLfw.pt-BR.vtt

2.0 KB

03. RL M2L4 03 Two Function Approximators V1-37KQEgLaLfw.zh-CN.vtt

1.5 KB

03. Two Function Approximators.html

5.6 KB

04. RL M2L4 04 The Actor And The Critic V1-bvbE9F7urd4.en.vtt

2.8 KB

04. RL M2L4 04 The Actor And The Critic V1-bvbE9F7urd4.mp4

10.5 MB

04. RL M2L4 04 The Actor And The Critic V1-bvbE9F7urd4.pt-BR.vtt

3.1 KB

04. RL M2L4 04 The Actor And The Critic V1-bvbE9F7urd4.zh-CN.vtt

2.5 KB

04. The Actor and The Critic.html

5.6 KB

05. Advantage Function.html

5.6 KB

05. RL M2L4 05 Advantage Function RENDER V1 V2-vpLmzKqcgfc.en.vtt

4.0 KB

05. RL M2L4 05 Advantage Function RENDER V1 V2-vpLmzKqcgfc.mp4

11.2 MB

05. RL M2L4 05 Advantage Function RENDER V1 V2-vpLmzKqcgfc.pt-BR.vtt

4.4 KB

05. RL M2L4 05 Advantage Function RENDER V1 V2-vpLmzKqcgfc.zh-CN.vtt

3.4 KB

06. Actor-Critic with Advantage.html

5.6 KB

06. RL M2L4 06 Actor Critic With Advantage RENDER V1 V1-Bwd2OF7hJXQ.en.vtt

1.0 KB

06. RL M2L4 06 Actor Critic With Advantage RENDER V1 V1-Bwd2OF7hJXQ.mp4

3.2 MB

06. RL M2L4 06 Actor Critic With Advantage RENDER V1 V1-Bwd2OF7hJXQ.pt-BR.vtt

1.2 KB

06. RL M2L4 06 Actor Critic With Advantage RENDER V1 V1-Bwd2OF7hJXQ.zh-CN.vtt

0.9 KB

07. Summary-hvYQ_3LgCYs.en.vtt

2.4 KB

07. Summary-hvYQ_3LgCYs.mp4

17.7 MB

07. Summary-hvYQ_3LgCYs.pt-BR.vtt

2.9 KB

07. Summary-hvYQ_3LgCYs.zh-CN.vtt

2.1 KB

07. Summary.html

5.4 KB

index.html

4.1 KB

/.../Part 11-Module 02-Lesson 01_Teach a Quadcopter How to Fly/

01. Project Description.html

6.1 KB

index.html

3.6 KB

 

Total files 3750


Copyright © 2024 FileMood.com