[GigaCourse com] Udemy - Unsupervised Machine Learning Hidden Markov Models in Python
File List
| File | Size |
|---|---|
| 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 |
Trackers
No trackers found.