Download Udemy - Unsupervised Machine Learning Hidden Markov Models in Python Torrent

Torrent Contents Size: 1.75 GB

Udemy - Unsupervised Machine Learning Hidden Markov Models in Python

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[TutsNode.com] - Unsupervised Machine Learning Hidden Markov Models in Python

1. Introduction and Outline

1. Introduction and Outline Why would you want to use an HMM.mp4	MP4	6.78 MB
1. Introduction and Outline Why would you want to use an HMM.srt	SRT	5.99 KB
2. Unsupervised or Supervised.mp4	MP4	5.28 MB
2. Unsupervised or Supervised.srt	SRT	4.03 KB
3. Where to get the Code and Data.mp4	MP4	2.09 MB
3. Where to get the Code and Data.srt	SRT	1.71 KB
3.1 Github Link.html	HTML	120 B
4. Anyone Can Succeed in this Course.mp4	MP4	77.88 MB
4. Anyone Can Succeed in this Course.srt	SRT	17.1 KB

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

1. Windows-Focused Environment Setup 2018.mp4	MP4	186.33 MB
1. Windows-Focused Environment Setup 2018.srt	SRT	20.1 KB
2. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4	MP4	43.92 MB
2. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.srt	SRT	14.48 KB

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

1. How to Code by Yourself (part 1).mp4	MP4	24.54 MB
1. How to Code by Yourself (part 1).srt	SRT	22.75 KB
2. How to Code by Yourself (part 2).mp4	MP4	14.8 MB
2. How to Code by Yourself (part 2).srt	SRT	13.26 KB
3. Proof that using Jupyter Notebook is the same as not using it.mp4	MP4	78.27 MB
3. Proof that using Jupyter Notebook is the same as not using it.srt	SRT	14.12 KB
4. Python 2 vs Python 3.mp4	MP4	7.83 MB
4. Python 2 vs Python 3.srt	SRT	6.1 KB

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

1. How to Succeed in this Course (Long Version).mp4	MP4	18.31 MB
1. How to Succeed in this Course (Long Version).srt	SRT	14.55 KB
2. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4	MP4	38.95 MB
2. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.srt	SRT	31.79 KB
3. Machine Learning and AI Prerequisite Roadmap (pt 1).mp4	MP4	29.32 MB
3. Machine Learning and AI Prerequisite Roadmap (pt 1).srt	SRT	16.03 KB
4. Machine Learning and AI Prerequisite Roadmap (pt 2).mp4	MP4	37.62 MB
4. Machine Learning and AI Prerequisite Roadmap (pt 2).srt	SRT	23.04 KB

13. Appendix FAQ Finale

1. What is the Appendix.mp4	MP4	5.45 MB
1. What is the Appendix.srt	SRT	3.72 KB
2. BONUS Where to get Udemy coupons and FREE deep learning material.mp4	MP4	37.83 MB
2. BONUS Where to get Udemy coupons and FREE deep learning material.srt	SRT	7.87 KB

2. Markov Models

1. The Markov Property.mp4	MP4	24.06 MB
1. The Markov Property.srt	SRT	6.63 KB
2. Markov Models.mp4	MP4	32.47 MB
2. Markov Models.srt	SRT	8.73 KB
3. The Math of Markov Chains.mp4	MP4	23.94 MB
3. The Math of Markov Chains.srt	SRT	6.81 KB

3. Markov Models Example Problems and Applications

1. Example Problem Sick or Healthy.mp4	MP4	5.54 MB
1. Example Problem Sick or Healthy.srt	SRT	4.82 KB
2. Example Problem Expected number of continuously sick days.mp4	MP4	4.63 MB
2. Example Problem Expected number of continuously sick days.srt	SRT	3.71 KB
3. Example application SEO and Bounce Rate Optimization.mp4	MP4	15.82 MB
3. Example application SEO and Bounce Rate Optimization.srt	SRT	10.64 KB
4. Example Application Build a 2nd-order language model and generate phrases.mp4	MP4	26.93 MB
4. Example Application Build a 2nd-order language model and generate phrases.srt	SRT	13.91 KB
5. Example Application Google’s PageRank algorithm.mp4	MP4	8.72 MB
5. Example Application Google’s PageRank algorithm.srt	SRT	7.28 KB
6. Suggestion Box.mp4	MP4	16.12 MB
6. Suggestion Box.srt	SRT	4.7 KB

4. Hidden Markov Models for Discrete Observations

1. From Markov Models to Hidden Markov Models.mp4	MP4	10.17 MB
1. From Markov Models to Hidden Markov Models.srt	SRT	8.78 KB
10. HMM Training (part 1).mp4	MP4	20.6 MB
10. HMM Training (part 1).srt	SRT	5.67 KB
11. HMM Training (part 2).mp4	MP4	39.98 MB
11. HMM Training (part 2).srt	SRT	11.74 KB
12. HMM Training (part 3).mp4	MP4	60.15 MB
12. HMM Training (part 3).srt	SRT	15.77 KB
13. HMM Training (part 4).mp4	MP4	55.56 MB
13. HMM Training (part 4).srt	SRT	14.19 KB
14. How to Choose the Number of Hidden States.mp4	MP4	33.86 MB
14. How to Choose the Number of Hidden States.srt	SRT	9.28 KB
15. Baum-Welch Updates for Multiple Observations.mp4	MP4	7.48 MB
15. Baum-Welch Updates for Multiple Observations.srt	SRT	5.91 KB
16. Discrete HMM in Code.mp4	MP4	47.42 MB
16. Discrete HMM in Code.srt	SRT	15.4 KB
17. The underflow problem and how to solve it.mp4	MP4	7.65 MB
17. The underflow problem and how to solve it.srt	SRT	6.42 KB
18. Discrete HMM Updates in Code with Scaling.mp4	MP4	29.14 MB
18. Discrete HMM Updates in Code with Scaling.srt	SRT	8.97 KB
19. Scaled Viterbi Algorithm in Log Space.mp4	MP4	9.23 MB
19. Scaled Viterbi Algorithm in Log Space.srt	SRT	2.75 KB
2. HMM - Basic Examples.mp4	MP4	42.35 MB
2. HMM - Basic Examples.srt	SRT	10.08 KB
3. Parameters of an HMM.mp4	MP4	31.32 MB
3. Parameters of an HMM.srt	SRT	8.97 KB
4. The 3 Problems of an HMM.mp4	MP4	28.03 MB
4. The 3 Problems of an HMM.srt	SRT	7.54 KB
5. The Forward-Backward Algorithm (part 1).mp4	MP4	65.13 MB
5. The Forward-Backward Algorithm (part 1).srt	SRT	20.17 KB
6. The Forward-Backward Algorithm (part 2).mp4	MP4	27.56 MB
6. The Forward-Backward Algorithm (part 2).srt	SRT	8.2 KB
7. The Forward-Backward Algorithm (part 3).mp4	MP4	25.97 MB
7. The Forward-Backward Algorithm (part 3).srt	SRT	9.2 KB
8. The Viterbi Algorithm (part 1).mp4	MP4	27.55 MB
8. The Viterbi Algorithm (part 1).srt	SRT	7.4 KB
9. The Viterbi Algorithm (part 2).mp4	MP4	59.34 MB
9. The Viterbi Algorithm (part 2).srt	SRT	17.62 KB

5. Discrete HMMs Using Deep Learning Libraries

1. Gradient Descent Tutorial.mp4	MP4	22.82 MB
1. Gradient Descent Tutorial.srt	SRT	5.5 KB
2. Theano Scan Tutorial.mp4	MP4	23.76 MB
2. Theano Scan Tutorial.srt	SRT	12.75 KB
3. Discrete HMM in Theano.mp4	MP4	30.74 MB
3. Discrete HMM in Theano.srt	SRT	8.41 KB
4. Improving our Gradient Descent-Based HMM.mp4	MP4	25.95 MB
4. Improving our Gradient Descent-Based HMM.srt	SRT	6.36 KB
5. Tensorflow Scan Tutorial.mp4	MP4	23.07 MB
5. Tensorflow Scan Tutorial.srt	SRT	14.92 KB
6. Discrete HMM in Tensorflow.mp4	MP4	16.44 MB
6. Discrete HMM in Tensorflow.srt	SRT	8.89 KB

6. HMMs for Continuous Observations

1. Gaussian Mixture Models with Hidden Markov Models.mp4	MP4	16.46 MB
1. Gaussian Mixture Models with Hidden Markov Models.srt	SRT	5.17 KB
2. Generating Data from a Real-Valued HMM.mp4	MP4	14.94 MB
2. Generating Data from a Real-Valued HMM.srt	SRT	4.57 KB
3. Continuous-Observation HMM in Code (part 1).mp4	MP4	46.69 MB
3. Continuous-Observation HMM in Code (part 1).srt	SRT	13.06 KB
4. Continuous-Observation HMM in Code (part 2).mp4	MP4	15.28 MB
4. Continuous-Observation HMM in Code (part 2).srt	SRT	3.35 KB
5. Continuous HMM in Theano.mp4	MP4	45.41 MB
5. Continuous HMM in Theano.srt	SRT	11.88 KB
6. Continuous HMM in Tensorflow.mp4	MP4	22.45 MB
6. Continuous HMM in Tensorflow.srt	SRT	10.85 KB

7. HMMs for Classification

1. Generative vs. Discriminative Classifiers.mp4	MP4	4.12 MB
1. Generative vs. Discriminative Classifiers.srt	SRT	3.6 KB
2. HMM Classification on Poetry Data (Robert Frost vs. Edgar Allan Poe).mp4	MP4	24.39 MB
2. HMM Classification on Poetry Data (Robert Frost vs. Edgar Allan Poe).srt	SRT	8.76 KB

8. Bonus Example Parts-of-Speech Tagging

1. Parts-of-Speech Tagging Concepts.mp4	MP4	8.51 MB
1. Parts-of-Speech Tagging Concepts.srt	SRT	7.04 KB
2. POS Tagging with an HMM.mp4	MP4	14.38 MB
2. POS Tagging with an HMM.srt	SRT	5.16 KB

9. Theano, Tensorflow, and Machine Learning Basics Review

1. (Review) Gaussian Mixture Models.mp4	MP4	4.99 MB
1. (Review) Gaussian Mixture Models.srt	SRT	3.67 KB
2. (Review) Theano Tutorial.mp4	MP4	19.86 MB
2. (Review) Theano Tutorial.srt	SRT	7.93 KB
3. (Review) Tensorflow Tutorial.mp4	MP4	13.88 MB
3. (Review) Tensorflow Tutorial.srt	SRT	5.92 KB

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Udemy - Unsupervised Machine Learning Hidden Markov Models in Python

Torrent Contents Size: 1.75 GB

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