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Download [DesireCourse.Com] Udemy - Data Science Practical Deep Learning in Theano + TensorFlow

DesireCourse Com Udemy Data Science Practical Deep Learning in Theano TensorFlow

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[DesireCourse.Com] Udemy - Data Science Practical Deep Learning in Theano + TensorFlow

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Total Size

509.8 MB

Total Files

34

Hash

E5BBB86506D83F6DD493E233313331C138E48ED4

/01 Outline the MNIST dataset and Linear Logistic Regression Benchmark/

002 Where does this course fit into your deep learning studies.mp4

6.3 MB

003 How to Succeed in this Course.mp4

9.2 MB

004 Where to get the MNIST dataset and Establishing a Linear Benchmark.mp4

11.7 MB

/02 Gradient Descent Full vs Batch vs Stochastic/

005 What are full batch and stochastic gradient descent.mp4

6.1 MB

006 Full vs Batch vs Stochastic Gradient Descent in code.mp4

14.7 MB

/03 Momentum and adaptive learning rates/

007 Momentum.mp4

3.3 MB

008 Code for training a neural network using momentum.mp4

15.3 MB

009 Variable and adaptive learning rates.mp4

5.3 MB

010 Constant learning rate vs. RMSProp in Code.mp4

11.5 MB

/04 Choosing Hyperparameters/

011 Hyperparameter Optimization Cross-validation Grid Search and Random Search.mp4

5.8 MB

012 Grid Search in Code.mp4

14.4 MB

013 Random Search in Code.mp4

8.3 MB

/05 Theano/

014 Theano Basics Variables Functions Expressions Optimization.mp4

20.3 MB

015 Building a neural network in Theano.mp4

22.8 MB

/06 TensorFlow/

016 TensorFlow Basics Variables Functions Expressions Optimization.mp4

17.9 MB

017 Building a neural network in TensorFlow.mp4

25.0 MB

/07 GPU Speedup Homework and Other Misc Topics/

018 Setting up a GPU Instance on Amazon Web Services.mp4

26.9 MB

019 Can Big Data be used to Speed Up Backpropagation.mp4

5.5 MB

020 Exercises and Concepts Still to be Covered.mp4

4.7 MB

021 How to Improve your Theano and Tensorflow Skills.mp4

7.7 MB

022 Theano vs. TensorFlow.mp4

9.6 MB

/08 Modern Regularization Techniques/

023 Dropout Regularization.mp4

23.8 MB

024 Dropout Intuition.mp4

6.4 MB

/09 Project Facial Expression Recognition/

025 Facial Expression Recognition Problem Description.mp4

22.5 MB

026 The class imbalance problem.mp4

10.6 MB

027 Utilities walkthrough.mp4

14.1 MB

028 Class-Based ANN in Theano.mp4

46.1 MB

029 Class-Based ANN in TensorFlow.mp4

39.2 MB

/10 Appendix/

030 Manually Choosing Learning Rate and Regularization Penalty.mp4

7.4 MB

031 How to install Numpy Scipy Matplotlib Pandas IPython Theano and TensorFlow.mp4

46.0 MB

032 How to Code by Yourself part 1.mp4

25.7 MB

033 How to Code by Yourself part 2.mp4

15.5 MB

/

[DesireCourse.Com].txt

0.8 KB

[DesireCourse.Com].url

0.1 KB

 

Total files 34


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