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Download Unsupervised Machine Learning Hidden Markov Models in Python

Unsupervised Machine Learning Hidden Markov Models in Python

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Unsupervised Machine Learning Hidden Markov Models in Python

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Total Size

1.9 GB

Total Files

129

Last Seen

2024-11-15 23:38

Hash

E8A07608D69660775F41C9520BD56B383C6EF9C3

/.../10. Setting Up Your Environment (FAQ by Student Request)/

1. Windows-Focused Environment Setup 2018.mp4

195.4 MB

1. Windows-Focused Environment Setup 2018.srt

20.6 KB

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

46.0 MB

2. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.srt

14.8 KB

/

TutsNode.com.txt

0.1 KB

[TGx]Downloaded from torrentgalaxy.to .txt

0.6 KB

/.../1. Introduction and Outline/

1. Introduction and Outline Why would you want to use an HMM.mp4

7.1 MB

1. Introduction and Outline Why would you want to use an HMM.srt

6.1 KB

2. Unsupervised or Supervised.mp4

5.5 MB

2. Unsupervised or Supervised.srt

4.1 KB

3. Where to get the Code and Data.mp4

2.2 MB

3. Where to get the Code and Data.srt

1.7 KB

3.1 Github Link.html

0.1 KB

4. Anyone Can Succeed in this Course.mp4

81.7 MB

4. Anyone Can Succeed in this Course.srt

17.5 KB

/2. Markov Models/

1. The Markov Property.mp4

25.2 MB

1. The Markov Property.srt

6.8 KB

2. Markov Models.mp4

34.0 MB

2. Markov Models.srt

8.9 KB

3. The Math of Markov Chains.mp4

25.1 MB

3. The Math of Markov Chains.srt

7.0 KB

/.../3. Markov Models Example Problems and Applications/

1. Example Problem Sick or Healthy.mp4

5.8 MB

1. Example Problem Sick or Healthy.srt

4.9 KB

2. Example Problem Expected number of continuously sick days.mp4

4.9 MB

2. Example Problem Expected number of continuously sick days.srt

3.8 KB

3. Example application SEO and Bounce Rate Optimization.mp4

16.6 MB

3. Example application SEO and Bounce Rate Optimization.srt

10.9 KB

4. Example Application Build a 2nd-order language model and generate phrases.mp4

28.2 MB

4. Example Application Build a 2nd-order language model and generate phrases.srt

14.2 KB

5. Example Application Google’s PageRank algorithm.mp4

9.1 MB

5. Example Application Google’s PageRank algorithm.srt

7.5 KB

6. Suggestion Box.mp4

16.9 MB

6. Suggestion Box.srt

4.8 KB

/.../4. Hidden Markov Models for Discrete Observations/

1. From Markov Models to Hidden Markov Models.mp4

10.7 MB

1. From Markov Models to Hidden Markov Models.srt

9.0 KB

2. HMM - Basic Examples.mp4

44.4 MB

2. HMM - Basic Examples.srt

10.3 KB

3. Parameters of an HMM.mp4

32.8 MB

3. Parameters of an HMM.srt

9.2 KB

4. The 3 Problems of an HMM.mp4

29.4 MB

4. The 3 Problems of an HMM.srt

7.7 KB

5. The Forward-Backward Algorithm (part 1).mp4

68.3 MB

5. The Forward-Backward Algorithm (part 1).srt

20.7 KB

6. The Forward-Backward Algorithm (part 2).mp4

28.9 MB

6. The Forward-Backward Algorithm (part 2).srt

8.4 KB

7. The Forward-Backward Algorithm (part 3).mp4

27.2 MB

7. The Forward-Backward Algorithm (part 3).srt

9.4 KB

8. The Viterbi Algorithm (part 1).mp4

28.9 MB

8. The Viterbi Algorithm (part 1).srt

7.6 KB

9. The Viterbi Algorithm (part 2).mp4

62.2 MB

9. The Viterbi Algorithm (part 2).srt

18.0 KB

10. HMM Training (part 1).mp4

21.6 MB

10. HMM Training (part 1).srt

5.8 KB

11. HMM Training (part 2).mp4

41.9 MB

11. HMM Training (part 2).srt

12.0 KB

12. HMM Training (part 3).mp4

63.1 MB

12. HMM Training (part 3).srt

16.1 KB

13. HMM Training (part 4).mp4

58.3 MB

13. HMM Training (part 4).srt

14.5 KB

14. How to Choose the Number of Hidden States.mp4

35.5 MB

14. How to Choose the Number of Hidden States.srt

9.5 KB

15. Baum-Welch Updates for Multiple Observations.mp4

7.8 MB

15. Baum-Welch Updates for Multiple Observations.srt

6.1 KB

16. Discrete HMM in Code.mp4

49.7 MB

16. Discrete HMM in Code.srt

15.8 KB

17. The underflow problem and how to solve it.mp4

8.0 MB

17. The underflow problem and how to solve it.srt

6.6 KB

18. Discrete HMM Updates in Code with Scaling.mp4

30.6 MB

18. Discrete HMM Updates in Code with Scaling.srt

9.2 KB

19. Scaled Viterbi Algorithm in Log Space.mp4

9.7 MB

19. Scaled Viterbi Algorithm in Log Space.srt

2.8 KB

/.../5. Discrete HMMs Using Deep Learning Libraries/

1. Gradient Descent Tutorial.mp4

23.9 MB

1. Gradient Descent Tutorial.srt

5.6 KB

2. Theano Scan Tutorial.mp4

24.9 MB

2. Theano Scan Tutorial.srt

13.1 KB

3. Discrete HMM in Theano.mp4

32.2 MB

3. Discrete HMM in Theano.srt

8.6 KB

4. Improving our Gradient Descent-Based HMM.mp4

27.2 MB

4. Improving our Gradient Descent-Based HMM.srt

6.5 KB

5. Tensorflow Scan Tutorial.mp4

24.2 MB

5. Tensorflow Scan Tutorial.srt

15.3 KB

6. Discrete HMM in Tensorflow.mp4

17.2 MB

6. Discrete HMM in Tensorflow.srt

9.1 KB

/.../6. HMMs for Continuous Observations/

1. Gaussian Mixture Models with Hidden Markov Models.mp4

17.3 MB

1. Gaussian Mixture Models with Hidden Markov Models.srt

5.3 KB

2. Generating Data from a Real-Valued HMM.mp4

15.7 MB

2. Generating Data from a Real-Valued HMM.srt

4.7 KB

3. Continuous-Observation HMM in Code (part 1).mp4

49.0 MB

3. Continuous-Observation HMM in Code (part 1).srt

13.4 KB

4. Continuous-Observation HMM in Code (part 2).mp4

16.0 MB

4. Continuous-Observation HMM in Code (part 2).srt

3.4 KB

5. Continuous HMM in Theano.mp4

47.6 MB

5. Continuous HMM in Theano.srt

12.2 KB

6. Continuous HMM in Tensorflow.mp4

23.5 MB

6. Continuous HMM in Tensorflow.srt

11.1 KB

/.../7. HMMs for Classification/

1. Generative vs. Discriminative Classifiers.mp4

4.3 MB

1. Generative vs. Discriminative Classifiers.srt

3.7 KB

2. HMM Classification on Poetry Data (Robert Frost vs. Edgar Allan Poe).mp4

25.6 MB

2. HMM Classification on Poetry Data (Robert Frost vs. Edgar Allan Poe).srt

9.0 KB

/.../8. Bonus Example Parts-of-Speech Tagging/

1. Parts-of-Speech Tagging Concepts.mp4

8.9 MB

1. Parts-of-Speech Tagging Concepts.srt

7.2 KB

2. POS Tagging with an HMM.mp4

15.1 MB

2. POS Tagging with an HMM.srt

5.3 KB

/.../9. Theano, Tensorflow, and Machine Learning Basics Review/

1. (Review) Gaussian Mixture Models.mp4

5.2 MB

1. (Review) Gaussian Mixture Models.srt

3.8 KB

2. (Review) Theano Tutorial.mp4

20.8 MB

2. (Review) Theano Tutorial.srt

8.1 KB

3. (Review) Tensorflow Tutorial.mp4

14.6 MB

3. (Review) Tensorflow Tutorial.srt

6.1 KB

/.../11. Extra Help With Python Coding for Beginners (FAQ by Student Request)/

1. How to Code by Yourself (part 1).mp4

25.7 MB

1. How to Code by Yourself (part 1).srt

23.3 KB

2. How to Code by Yourself (part 2).mp4

15.5 MB

2. How to Code by Yourself (part 2).srt

13.6 KB

3. Proof that using Jupyter Notebook is the same as not using it.mp4

82.1 MB

3. Proof that using Jupyter Notebook is the same as not using it.srt

14.5 KB

4. Python 2 vs Python 3.mp4

8.2 MB

4. Python 2 vs Python 3.srt

6.2 KB

/.../12. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/

1. How to Succeed in this Course (Long Version).mp4

19.2 MB

1. How to Succeed in this Course (Long Version).srt

14.9 KB

2. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4

40.8 MB

2. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.srt

32.5 KB

3. Machine Learning and AI Prerequisite Roadmap (pt 1).mp4

30.7 MB

3. Machine Learning and AI Prerequisite Roadmap (pt 1).srt

16.4 KB

4. Machine Learning and AI Prerequisite Roadmap (pt 2).mp4

39.4 MB

4. Machine Learning and AI Prerequisite Roadmap (pt 2).srt

23.6 KB

/.../13. Appendix FAQ Finale/

1. What is the Appendix.mp4

5.7 MB

1. What is the Appendix.srt

3.8 KB

2. BONUS Where to get Udemy coupons and FREE deep learning material.mp4

39.7 MB

2. BONUS Where to get Udemy coupons and FREE deep learning material.srt

8.1 KB

 

Total files 129


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