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| [FCS Forum].url |
133B |
| [FreeCourseSite.com].url |
127B |
| 1. (Review) Gaussian Mixture Models.mp4 |
4.99MB |
| 1. (Review) Gaussian Mixture Models.vtt |
3.33KB |
| 1. Example Problem Sick or Healthy.mp4 |
5.54MB |
| 1. Example Problem Sick or Healthy.vtt |
4.33KB |
| 1. From Markov Models to Hidden Markov Models.mp4 |
10.17MB |
| 1. From Markov Models to Hidden Markov Models.vtt |
7.93KB |
| 1. Gaussian Mixture Models with Hidden Markov Models.mp4 |
16.46MB |
| 1. Gaussian Mixture Models with Hidden Markov Models.vtt |
4.92KB |
| 1. Generative vs. Discriminative Classifiers.mp4 |
4.12MB |
| 1. Generative vs. Discriminative Classifiers.vtt |
3.26KB |
| 1. Gradient Descent Tutorial.mp4 |
22.81MB |
| 1. Gradient Descent Tutorial.vtt |
5.19KB |
| 1. Introduction and Outline Why would you want to use an HMM.mp4 |
6.78MB |
| 1. Introduction and Outline Why would you want to use an HMM.vtt |
5.42KB |
| 1. Parts-of-Speech Tagging Concepts.mp4 |
8.51MB |
| 1. Parts-of-Speech Tagging Concepts.vtt |
6.34KB |
| 1. The Markov Property.mp4 |
8.31MB |
| 1. The Markov Property.vtt |
6.22KB |
| 1. What is the Appendix.mp4 |
5.45MB |
| 1. What is the Appendix.vtt |
3.38KB |
| 10. Baum-Welch Updates for Multiple Observations.mp4 |
7.48MB |
| 10. Baum-Welch Updates for Multiple Observations.vtt |
5.60KB |
| 10. What order should I take your courses in (part 1).mp4 |
29.33MB |
| 10. What order should I take your courses in (part 1).vtt |
15.16KB |
| 11. Discrete HMM in Code.mp4 |
47.43MB |
| 11. Discrete HMM in Code.vtt |
13.46KB |
| 11. What order should I take your courses in (part 2).mp4 |
37.63MB |
| 11. What order should I take your courses in (part 2).vtt |
22.30KB |
| 12. BONUS Where to get Udemy coupons and FREE deep learning material.mp4 |
4.03MB |
| 12. BONUS Where to get Udemy coupons and FREE deep learning material.vtt |
3.30KB |
| 12. The underflow problem and how to solve it.mp4 |
7.65MB |
| 12. The underflow problem and how to solve it.vtt |
6.12KB |
| 13. Discrete HMM Updates in Code with Scaling.mp4 |
29.14MB |
| 13. Discrete HMM Updates in Code with Scaling.vtt |
7.84KB |
| 14. Scaled Viterbi Algorithm in Log Space.mp4 |
9.23MB |
| 14. Scaled Viterbi Algorithm in Log Space.vtt |
2.40KB |
| 2. (Review) Theano Tutorial.mp4 |
19.86MB |
| 2. (Review) Theano Tutorial.vtt |
7.07KB |
| 2. Example Problem Expected number of continuously sick days.mp4 |
4.63MB |
| 2. Example Problem Expected number of continuously sick days.vtt |
3.32KB |
| 2. Generating Data from a Real-Valued HMM.mp4 |
14.95MB |
| 2. Generating Data from a Real-Valued HMM.vtt |
3.99KB |
| 2. HMM Classification on Poetry Data (Robert Frost vs. Edgar Allan Poe).mp4 |
24.39MB |
| 2. HMM Classification on Poetry Data (Robert Frost vs. Edgar Allan Poe).vtt |
7.79KB |
| 2. HMMs are Doubly Embedded.mp4 |
1.54MB |
| 2. HMMs are Doubly Embedded.vtt |
2.60KB |
| 2. Markov Models.mp4 |
8.17MB |
| 2. Markov Models.vtt |
5.94KB |
| 2. POS Tagging with an HMM.mp4 |
14.39MB |
| 2. POS Tagging with an HMM.vtt |
4.56KB |
| 2. Theano Scan Tutorial.mp4 |
23.76MB |
| 2. Theano Scan Tutorial.vtt |
11.26KB |
| 2. Unsupervised or Supervised.mp4 |
5.27MB |
| 2. Unsupervised or Supervised.vtt |
3.67KB |
| 2. Windows-Focused Environment Setup 2018.mp4 |
186.33MB |
| 2. Windows-Focused Environment Setup 2018.vtt |
18.66KB |
| 3. (Review) Tensorflow Tutorial.mp4 |
13.89MB |
| 3. (Review) Tensorflow Tutorial.vtt |
5.61KB |
| 3. Continuous-Observation HMM in Code (part 1).mp4 |
46.69MB |
| 3. Continuous-Observation HMM in Code (part 1).vtt |
11.30KB |
| 3. Discrete HMM in Theano.mp4 |
30.74MB |
| 3. Discrete HMM in Theano.vtt |
7.40KB |
| 3. Example application SEO and Bounce Rate Optimization.mp4 |
15.83MB |
| 3. Example application SEO and Bounce Rate Optimization.vtt |
9.46KB |
| 3. How can we choose the number of hidden states.mp4 |
7.35MB |
| 3. How can we choose the number of hidden states.vtt |
5.57KB |
| 3. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4 |
43.92MB |
| 3. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.vtt |
13.40KB |
| 3. The Math of Markov Chains.mp4 |
9.04MB |
| 3. The Math of Markov Chains.vtt |
6.71KB |
| 3. Where to get the Code and Data.mp4 |
2.09MB |
| 3. Where to get the Code and Data.vtt |
1.73KB |
| 4. Continuous-Observation HMM in Code (part 2).mp4 |
15.29MB |
| 4. Continuous-Observation HMM in Code (part 2).vtt |
2.90KB |
| 4. Example Application Build a 2nd-order language model and generate phrases.mp4 |
26.93MB |
| 4. Example Application Build a 2nd-order language model and generate phrases.vtt |
12.34KB |
| 4. How to Code by Yourself (part 1).mp4 |
24.54MB |
| 4. How to Code by Yourself (part 1).vtt |
21.32KB |
| 4. How to Succeed in this Course.mp4 |
3.30MB |
| 4. How to Succeed in this Course.vtt |
3.74KB |
| 4. Improving our Gradient Descent-Based HMM.mp4 |
25.95MB |
| 4. Improving our Gradient Descent-Based HMM.vtt |
5.91KB |
| 4. The Forward-Backward Algorithm.mp4 |
22.44MB |
| 4. The Forward-Backward Algorithm.vtt |
5.21KB |
| 5. Continuous HMM in Theano.mp4 |
45.41MB |
| 5. Continuous HMM in Theano.vtt |
10.45KB |
| 5. Example Application Google’s PageRank algorithm.mp4 |
8.72MB |
| 5. Example Application Google’s PageRank algorithm.vtt |
6.51KB |
| 5. How to Code by Yourself (part 2).mp4 |
14.81MB |
| 5. How to Code by Yourself (part 2).vtt |
12.41KB |
| 5. Tensorflow Scan Tutorial.mp4 |
23.07MB |
| 5. Tensorflow Scan Tutorial.vtt |
14.03KB |
| 5. Visual Intuition for the Forward Algorithm.mp4 |
6.03MB |
| 5. Visual Intuition for the Forward Algorithm.vtt |
4.46KB |
| 6. Continuous HMM in Tensorflow.mp4 |
22.46MB |
| 6. Continuous HMM in Tensorflow.vtt |
10.36KB |
| 6. Discrete HMM in Tensorflow.mp4 |
16.44MB |
| 6. Discrete HMM in Tensorflow.vtt |
8.44KB |
| 6. How to Succeed in this Course (Long Version).mp4 |
18.32MB |
| 6. How to Succeed in this Course (Long Version).vtt |
13.71KB |
| 6. The Viterbi Algorithm.mp4 |
5.04MB |
| 6. The Viterbi Algorithm.vtt |
3.49KB |
| 7. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4 |
38.96MB |
| 7. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.vtt |
29.90KB |
| 7. Visual Intuition for the Viterbi Algorithm.mp4 |
15.68MB |
| 7. Visual Intuition for the Viterbi Algorithm.vtt |
3.91KB |
| 8. Proof that using Jupyter Notebook is the same as not using it.mp4 |
78.28MB |
| 8. Proof that using Jupyter Notebook is the same as not using it.vtt |
13.18KB |
| 8. The Baum-Welch Algorithm.mp4 |
4.35MB |
| 8. The Baum-Welch Algorithm.vtt |
2.97KB |
| 9. Baum-Welch Explanation and Intuition.mp4 |
11.97MB |
| 9. Baum-Welch Explanation and Intuition.vtt |
8.06KB |
| 9. Python 2 vs Python 3.mp4 |
7.84MB |
| 9. Python 2 vs Python 3.vtt |
5.90KB |