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[FreeCourseSite.com] Udemy - Unsupervised Machine Learning Hidden Markov Models in Python
大小 1.15 GB
文件数 116
Info Hash: 01405C998EE031F0B1BF0D4DBA395C5D572E1092
收录时间 2025-12-12 18:52:18
更新时间 2025-12-22 00:16:36
文件列表 (116)
1. Introduction and Outline/1. Introduction and Outline Why would you want to use an HMM.mp4
6.78 MB
1. Introduction and Outline/1. Introduction and Outline Why would you want to use an HMM.vtt
5.42 KB
1. Introduction and Outline/2. Unsupervised or Supervised.mp4
5.27 MB
1. Introduction and Outline/2. Unsupervised or Supervised.vtt
3.67 KB
1. Introduction and Outline/3. Where to get the Code and Data.mp4
2.09 MB
1. Introduction and Outline/3. Where to get the Code and Data.vtt
1.73 KB
1. Introduction and Outline/4. How to Succeed in this Course.mp4
3.3 MB
1. Introduction and Outline/4. How to Succeed in this Course.vtt
3.74 KB
10. Appendix/1. What is the Appendix.mp4
5.45 MB
10. Appendix/1. What is the Appendix.vtt
3.38 KB
10. Appendix/10. What order should I take your courses in (part 1).mp4
29.33 MB
10. Appendix/10. What order should I take your courses in (part 1).vtt
15.16 KB
10. Appendix/11. What order should I take your courses in (part 2).mp4
37.63 MB
10. Appendix/11. What order should I take your courses in (part 2).vtt
22.3 KB
10. Appendix/12. BONUS Where to get Udemy coupons and FREE deep learning material.mp4
4.03 MB
10. Appendix/12. BONUS Where to get Udemy coupons and FREE deep learning material.vtt
3.3 KB
10. Appendix/2. Windows-Focused Environment Setup 2018.mp4
186.33 MB
10. Appendix/2. Windows-Focused Environment Setup 2018.vtt
18.66 KB
10. Appendix/3. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4
43.92 MB
10. Appendix/3. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.vtt
13.4 KB
10. Appendix/4. How to Code by Yourself (part 1).mp4
24.54 MB
10. Appendix/4. How to Code by Yourself (part 1).vtt
21.32 KB
10. Appendix/5. How to Code by Yourself (part 2).mp4
14.81 MB
10. Appendix/5. How to Code by Yourself (part 2).vtt
12.41 KB
10. Appendix/6. How to Succeed in this Course (Long Version).mp4
18.32 MB
10. Appendix/6. How to Succeed in this Course (Long Version).vtt
13.71 KB
10. Appendix/7. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4
38.96 MB
10. Appendix/7. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.vtt
29.9 KB
10. Appendix/8. Proof that using Jupyter Notebook is the same as not using it.mp4
78.28 MB
10. Appendix/8. Proof that using Jupyter Notebook is the same as not using it.vtt
13.18 KB
10. Appendix/9. Python 2 vs Python 3.mp4
7.84 MB
10. Appendix/9. Python 2 vs Python 3.vtt
5.9 KB
2. Markov Models/1. The Markov Property.mp4
8.31 MB
2. Markov Models/1. The Markov Property.vtt
6.22 KB
2. Markov Models/2. Markov Models.mp4
8.17 MB
2. Markov Models/2. Markov Models.vtt
5.94 KB
2. Markov Models/3. The Math of Markov Chains.mp4
9.04 MB
2. Markov Models/3. The Math of Markov Chains.vtt
6.71 KB
3. Markov Models Example Problems and Applications/1. Example Problem Sick or Healthy.mp4
5.54 MB
3. Markov Models Example Problems and Applications/1. Example Problem Sick or Healthy.vtt
4.33 KB
3. Markov Models Example Problems and Applications/2. Example Problem Expected number of continuously sick days.mp4
4.63 MB
3. Markov Models Example Problems and Applications/2. Example Problem Expected number of continuously sick days.vtt
3.32 KB
3. Markov Models Example Problems and Applications/3. Example application SEO and Bounce Rate Optimization.mp4
15.83 MB
3. Markov Models Example Problems and Applications/3. Example application SEO and Bounce Rate Optimization.vtt
9.46 KB
3. Markov Models Example Problems and Applications/4. Example Application Build a 2nd-order language model and generate phrases.mp4
26.93 MB
3. Markov Models Example Problems and Applications/4. Example Application Build a 2nd-order language model and generate phrases.vtt
12.34 KB
3. Markov Models Example Problems and Applications/5. Example Application Google’s PageRank algorithm.mp4
8.72 MB
3. Markov Models Example Problems and Applications/5. Example Application Google’s PageRank algorithm.vtt
6.51 KB
4. Hidden Markov Models for Discrete Observations/1. From Markov Models to Hidden Markov Models.mp4
10.17 MB
4. Hidden Markov Models for Discrete Observations/1. From Markov Models to Hidden Markov Models.vtt
7.93 KB
4. Hidden Markov Models for Discrete Observations/10. Baum-Welch Updates for Multiple Observations.mp4
7.48 MB
4. Hidden Markov Models for Discrete Observations/10. Baum-Welch Updates for Multiple Observations.vtt
5.6 KB
4. Hidden Markov Models for Discrete Observations/11. Discrete HMM in Code.mp4
47.43 MB
4. Hidden Markov Models for Discrete Observations/11. Discrete HMM in Code.vtt
13.46 KB
4. Hidden Markov Models for Discrete Observations/12. The underflow problem and how to solve it.mp4
7.65 MB
4. Hidden Markov Models for Discrete Observations/12. The underflow problem and how to solve it.vtt
6.12 KB
4. Hidden Markov Models for Discrete Observations/13. Discrete HMM Updates in Code with Scaling.mp4
29.14 MB
4. Hidden Markov Models for Discrete Observations/13. Discrete HMM Updates in Code with Scaling.vtt
7.84 KB
4. Hidden Markov Models for Discrete Observations/14. Scaled Viterbi Algorithm in Log Space.mp4
9.23 MB
4. Hidden Markov Models for Discrete Observations/14. Scaled Viterbi Algorithm in Log Space.vtt
2.4 KB
4. Hidden Markov Models for Discrete Observations/2. HMMs are Doubly Embedded.mp4
1.54 MB
4. Hidden Markov Models for Discrete Observations/2. HMMs are Doubly Embedded.vtt
2.6 KB
4. Hidden Markov Models for Discrete Observations/3. How can we choose the number of hidden states.mp4
7.35 MB
4. Hidden Markov Models for Discrete Observations/3. How can we choose the number of hidden states.vtt
5.57 KB
4. Hidden Markov Models for Discrete Observations/4. The Forward-Backward Algorithm.mp4
22.44 MB
4. Hidden Markov Models for Discrete Observations/4. The Forward-Backward Algorithm.vtt
5.21 KB
4. Hidden Markov Models for Discrete Observations/5. Visual Intuition for the Forward Algorithm.mp4
6.03 MB
4. Hidden Markov Models for Discrete Observations/5. Visual Intuition for the Forward Algorithm.vtt
4.46 KB
4. Hidden Markov Models for Discrete Observations/6. The Viterbi Algorithm.mp4
5.04 MB
4. Hidden Markov Models for Discrete Observations/6. The Viterbi Algorithm.vtt
3.49 KB
4. Hidden Markov Models for Discrete Observations/7. Visual Intuition for the Viterbi Algorithm.mp4
15.68 MB
4. Hidden Markov Models for Discrete Observations/7. Visual Intuition for the Viterbi Algorithm.vtt
3.91 KB
4. Hidden Markov Models for Discrete Observations/8. The Baum-Welch Algorithm.mp4
4.35 MB
4. Hidden Markov Models for Discrete Observations/8. The Baum-Welch Algorithm.vtt
2.97 KB
4. Hidden Markov Models for Discrete Observations/9. Baum-Welch Explanation and Intuition.mp4
11.97 MB
4. Hidden Markov Models for Discrete Observations/9. Baum-Welch Explanation and Intuition.vtt
8.06 KB
5. Discrete HMMs Using Deep Learning Libraries/1. Gradient Descent Tutorial.mp4
22.81 MB
5. Discrete HMMs Using Deep Learning Libraries/1. Gradient Descent Tutorial.vtt
5.19 KB
5. Discrete HMMs Using Deep Learning Libraries/2. Theano Scan Tutorial.mp4
23.76 MB
5. Discrete HMMs Using Deep Learning Libraries/2. Theano Scan Tutorial.vtt
11.26 KB
5. Discrete HMMs Using Deep Learning Libraries/3. Discrete HMM in Theano.mp4
30.74 MB
5. Discrete HMMs Using Deep Learning Libraries/3. Discrete HMM in Theano.vtt
7.4 KB
5. Discrete HMMs Using Deep Learning Libraries/4. Improving our Gradient Descent-Based HMM.mp4
25.95 MB
5. Discrete HMMs Using Deep Learning Libraries/4. Improving our Gradient Descent-Based HMM.vtt
5.91 KB
5. Discrete HMMs Using Deep Learning Libraries/5. Tensorflow Scan Tutorial.mp4
23.07 MB
5. Discrete HMMs Using Deep Learning Libraries/5. Tensorflow Scan Tutorial.vtt
14.03 KB
5. Discrete HMMs Using Deep Learning Libraries/6. Discrete HMM in Tensorflow.mp4
16.44 MB
5. Discrete HMMs Using Deep Learning Libraries/6. Discrete HMM in Tensorflow.vtt
8.44 KB
6. HMMs for Continuous Observations/1. Gaussian Mixture Models with Hidden Markov Models.mp4
16.46 MB
6. HMMs for Continuous Observations/1. Gaussian Mixture Models with Hidden Markov Models.vtt
4.92 KB
6. HMMs for Continuous Observations/2. Generating Data from a Real-Valued HMM.mp4
14.95 MB
6. HMMs for Continuous Observations/2. Generating Data from a Real-Valued HMM.vtt
3.99 KB
6. HMMs for Continuous Observations/3. Continuous-Observation HMM in Code (part 1).mp4
46.69 MB
6. HMMs for Continuous Observations/3. Continuous-Observation HMM in Code (part 1).vtt
11.3 KB
6. HMMs for Continuous Observations/4. Continuous-Observation HMM in Code (part 2).mp4
15.29 MB
6. HMMs for Continuous Observations/4. Continuous-Observation HMM in Code (part 2).vtt
2.9 KB
6. HMMs for Continuous Observations/5. Continuous HMM in Theano.mp4
45.41 MB
6. HMMs for Continuous Observations/5. Continuous HMM in Theano.vtt
10.45 KB
6. HMMs for Continuous Observations/6. Continuous HMM in Tensorflow.mp4
22.46 MB
6. HMMs for Continuous Observations/6. Continuous HMM in Tensorflow.vtt
10.36 KB
7. HMMs for Classification/1. Generative vs. Discriminative Classifiers.mp4
4.12 MB
7. HMMs for Classification/1. Generative vs. Discriminative Classifiers.vtt
3.26 KB
7. HMMs for Classification/2. HMM Classification on Poetry Data (Robert Frost vs. Edgar Allan Poe).mp4
24.39 MB
7. HMMs for Classification/2. HMM Classification on Poetry Data (Robert Frost vs. Edgar Allan Poe).vtt
7.79 KB
8. Bonus Example Parts-of-Speech Tagging/1. Parts-of-Speech Tagging Concepts.mp4
8.51 MB
8. Bonus Example Parts-of-Speech Tagging/1. Parts-of-Speech Tagging Concepts.vtt
6.34 KB
8. Bonus Example Parts-of-Speech Tagging/2. POS Tagging with an HMM.mp4
14.39 MB
8. Bonus Example Parts-of-Speech Tagging/2. POS Tagging with an HMM.vtt
4.56 KB
9. Basics Review/1. (Review) Gaussian Mixture Models.mp4
4.99 MB
9. Basics Review/1. (Review) Gaussian Mixture Models.vtt
3.33 KB
9. Basics Review/2. (Review) Theano Tutorial.mp4
19.86 MB
9. Basics Review/2. (Review) Theano Tutorial.vtt
7.07 KB
9. Basics Review/3. (Review) Tensorflow Tutorial.mp4
13.89 MB
9. Basics Review/3. (Review) Tensorflow Tutorial.vtt
5.61 KB
[FCS Forum].url
133 B
[FreeCourseSite.com].url
127 B

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