1. Introduction and Outline/1. Introduction and Outline Why would you want to use an HMM.mp4 6.8 MB 1. Introduction and Outline/1. Introduction and Outline Why would you want to use an HMM.vtt 5.4 KB 1. Introduction and Outline/2. Unsupervised or Supervised.mp4 5.3 MB 1. Introduction and Outline/2. Unsupervised or Supervised.vtt 3.7 KB 1. Introduction and Outline/3. Where to get the Code and Data.mp4 2.1 MB 1. Introduction and Outline/3. Where to get the Code and Data.vtt 1.7 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 3.7 KB 10. Appendix/1. What is the Appendix.mp4 5.5 MB 10. Appendix/1. What is the Appendix.vtt 3.4 KB 10. Appendix/10. What order should I take your courses in (part 1).mp4 29.3 MB 10. Appendix/10. What order should I take your courses in (part 1).vtt 15.2 KB 10. Appendix/11. What order should I take your courses in (part 2).mp4 37.6 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 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 186.3 MB 10. Appendix/2. Windows-Focused Environment Setup 2018.vtt 18.7 KB 10. Appendix/3. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4 43.9 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 24.5 MB 10. Appendix/4. How to Code by Yourself (part 1).vtt 21.3 KB 10. Appendix/5. How to Code by Yourself (part 2).mp4 14.8 MB 10. Appendix/5. How to Code by Yourself (part 2).vtt 12.4 KB 10. Appendix/6. How to Succeed in this Course (Long Version).mp4 18.3 MB 10. Appendix/6. How to Succeed in this Course (Long Version).vtt 13.7 KB 10. Appendix/7. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4 39 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 78.3 MB 10. Appendix/8. Proof that using Jupyter Notebook is the same as not using it.vtt 13.2 KB 10. Appendix/9. Python 2 vs Python 3.mp4 7.8 MB 10. Appendix/9. Python 2 vs Python 3.vtt 5.9 KB 2. Markov Models/1. The Markov Property.mp4 8.3 MB 2. Markov Models/1. The Markov Property.vtt 6.2 KB 2. Markov Models/2. Markov Models.mp4 8.2 MB 2. Markov Models/2. Markov Models.vtt 5.9 KB 2. Markov Models/3. The Math of Markov Chains.mp4 9 MB 2. Markov Models/3. The Math of Markov Chains.vtt 6.7 KB 3. Markov Models Example Problems and Applications/1. Example Problem Sick or Healthy.mp4 5.5 MB 3. Markov Models Example Problems and Applications/1. Example Problem Sick or Healthy.vtt 4.3 KB 3. Markov Models Example Problems and Applications/2. Example Problem Expected number of continuously sick days.mp4 4.6 MB 3. Markov Models Example Problems and Applications/2. Example Problem Expected number of continuously sick days.vtt 3.3 KB 3. Markov Models Example Problems and Applications/3. Example application SEO and Bounce Rate Optimization.mp4 15.8 MB 3. Markov Models Example Problems and Applications/3. Example application SEO and Bounce Rate Optimization.vtt 9.5 KB 3. Markov Models Example Problems and Applications/4. Example Application Build a 2nd-order language model and generate phrases.mp4 26.9 MB 3. Markov Models Example Problems and Applications/4. Example Application Build a 2nd-order language model and generate phrases.vtt 12.3 KB 3. Markov Models Example Problems and Applications/5. Example Application Google’s PageRank algorithm.mp4 8.7 MB 3. Markov Models Example Problems and Applications/5. Example Application Google’s PageRank algorithm.vtt 6.5 KB 4. Hidden Markov Models for Discrete Observations/1. From Markov Models to Hidden Markov Models.mp4 10.2 MB 4. Hidden Markov Models for Discrete Observations/1. From Markov Models to Hidden Markov Models.vtt 7.9 KB 4. Hidden Markov Models for Discrete Observations/10. Baum-Welch Updates for Multiple Observations.mp4 7.5 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 47.4 MB 4. Hidden Markov Models for Discrete Observations/11. Discrete HMM in Code.vtt 13.5 KB 4. Hidden Markov Models for Discrete Observations/12. The underflow problem and how to solve it.mp4 7.7 MB 4. Hidden Markov Models for Discrete Observations/12. The underflow problem and how to solve it.vtt 6.1 KB 4. Hidden Markov Models for Discrete Observations/13. Discrete HMM Updates in Code with Scaling.mp4 29.1 MB 4. Hidden Markov Models for Discrete Observations/13. Discrete HMM Updates in Code with Scaling.vtt 7.8 KB 4. Hidden Markov Models for Discrete Observations/14. Scaled Viterbi Algorithm in Log Space.mp4 9.2 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 1.5 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 7.3 MB 4. Hidden Markov Models for Discrete Observations/3. How can we choose the number of hidden states.vtt 5.6 KB 4. Hidden Markov Models for Discrete Observations/4. The Forward-Backward Algorithm.mp4 22.4 MB 4. Hidden Markov Models for Discrete Observations/4. The Forward-Backward Algorithm.vtt 5.2 KB 4. Hidden Markov Models for Discrete Observations/5. Visual Intuition for the Forward Algorithm.mp4 6 MB 4. Hidden Markov Models for Discrete Observations/5. Visual Intuition for the Forward Algorithm.vtt 4.5 KB 4. Hidden Markov Models for Discrete Observations/6. The Viterbi Algorithm.mp4 5 MB 4. Hidden Markov Models for Discrete Observations/6. The Viterbi Algorithm.vtt 3.5 KB 4. Hidden Markov Models for Discrete Observations/7. Visual Intuition for the Viterbi Algorithm.mp4 15.7 MB 4. Hidden Markov Models for Discrete Observations/7. Visual Intuition for the Viterbi Algorithm.vtt 3.9 KB 4. Hidden Markov Models for Discrete Observations/8. The Baum-Welch Algorithm.mp4 4.3 MB 4. Hidden Markov Models for Discrete Observations/8. The Baum-Welch Algorithm.vtt 3 KB 4. Hidden Markov Models for Discrete Observations/9. Baum-Welch Explanation and Intuition.mp4 12 MB 4. Hidden Markov Models for Discrete Observations/9. Baum-Welch Explanation and Intuition.vtt 8.1 KB 5. Discrete HMMs Using Deep Learning Libraries/1. Gradient Descent Tutorial.mp4 22.8 MB 5. Discrete HMMs Using Deep Learning Libraries/1. Gradient Descent Tutorial.vtt 5.2 KB 5. Discrete HMMs Using Deep Learning Libraries/2. Theano Scan Tutorial.mp4 23.8 MB 5. Discrete HMMs Using Deep Learning Libraries/2. Theano Scan Tutorial.vtt 11.3 KB 5. Discrete HMMs Using Deep Learning Libraries/3. Discrete HMM in Theano.mp4 30.7 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 25.9 MB 5. Discrete HMMs Using Deep Learning Libraries/4. Improving our Gradient Descent-Based HMM.vtt 5.9 KB 5. Discrete HMMs Using Deep Learning Libraries/5. Tensorflow Scan Tutorial.mp4 23.1 MB 5. Discrete HMMs Using Deep Learning Libraries/5. Tensorflow Scan Tutorial.vtt 14 KB 5. Discrete HMMs Using Deep Learning Libraries/6. Discrete HMM in Tensorflow.mp4 16.4 MB 5. Discrete HMMs Using Deep Learning Libraries/6. Discrete HMM in Tensorflow.vtt 8.4 KB 6. HMMs for Continuous Observations/1. Gaussian Mixture Models with Hidden Markov Models.mp4 16.5 MB 6. HMMs for Continuous Observations/1. Gaussian Mixture Models with Hidden Markov Models.vtt 4.9 KB 6. HMMs for Continuous Observations/2. Generating Data from a Real-Valued HMM.mp4 14.9 MB 6. HMMs for Continuous Observations/2. Generating Data from a Real-Valued HMM.vtt 4 KB 6. HMMs for Continuous Observations/3. Continuous-Observation HMM in Code (part 1).mp4 46.7 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 15.3 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 45.4 MB 6. HMMs for Continuous Observations/5. Continuous HMM in Theano.vtt 10.4 KB 6. HMMs for Continuous Observations/6. Continuous HMM in Tensorflow.mp4 22.5 MB