Filename Size 1. Welcome/1. Introduction.mp4 21.6 MB 1. Welcome/1. Introduction.vtt 3.8 KB 1. Welcome/2. Outline of the course.mp4 34.2 MB 1. Welcome/2. Outline of the course.vtt 5.8 KB 1. Welcome/3. Where to get the code.mp4 27.1 MB 1. Welcome/3. Where to get the code.vtt 6.1 KB 2. Simple Recommendation Systems/1. Section Introduction and Outline.mp4 27.2 MB 2. Simple Recommendation Systems/1. Section Introduction and Outline.vtt 4.8 KB 2. Simple Recommendation Systems/10. Bayesian Approach part 2 (Sampling and Ranking).mp4 24.5 MB 2. Simple Recommendation Systems/10. Bayesian Approach part 2 (Sampling and Ranking).vtt 6.4 KB 2. Simple Recommendation Systems/11. Bayesian Approach part 3 (Gaussian).mp4 32.7 MB 2. Simple Recommendation Systems/11. Bayesian Approach part 3 (Gaussian).vtt 9 KB 2. Simple Recommendation Systems/12. Bayesian Approach part 4 (Code).mp4 106.5 MB 2. Simple Recommendation Systems/12. Bayesian Approach part 4 (Code).vtt 12.2 KB 2. Simple Recommendation Systems/13. Demographics and Supervised Learning.mp4 48.6 MB 2. Simple Recommendation Systems/13. Demographics and Supervised Learning.vtt 7.9 KB 2. Simple Recommendation Systems/14. PageRank (part 1).mp4 54.9 MB 2. Simple Recommendation Systems/14. PageRank (part 1).vtt 11.4 KB 2. Simple Recommendation Systems/15. PageRank (part 2).mp4 49.9 MB 2. Simple Recommendation Systems/15. PageRank (part 2).vtt 12.8 KB 2. Simple Recommendation Systems/16. Evaluating a Ranking.mp4 34.9 MB 2. Simple Recommendation Systems/16. Evaluating a Ranking.vtt 5.2 KB 2. Simple Recommendation Systems/17. Section Conclusion.mp4 31 MB 2. Simple Recommendation Systems/17. Section Conclusion.vtt 4.4 KB 2. Simple Recommendation Systems/2. Perspective for this Section.mp4 18.3 MB 2. Simple Recommendation Systems/2. Perspective for this Section.vtt 4.5 KB 2. Simple Recommendation Systems/3. Basic Intuitions.mp4 30.6 MB 2. Simple Recommendation Systems/3. Basic Intuitions.vtt 5.9 KB 2. Simple Recommendation Systems/4. Associations.mp4 29.9 MB 2. Simple Recommendation Systems/4. Associations.vtt 5 KB 2. Simple Recommendation Systems/5. Hacker News - Will you be penalized for talking about the NSA.mp4 37.6 MB 2. Simple Recommendation Systems/5. Hacker News - Will you be penalized for talking about the NSA.vtt 8 KB 2. Simple Recommendation Systems/6. Reddit - Should censorship based on politics be allowed.mp4 53.1 MB 2. Simple Recommendation Systems/6. Reddit - Should censorship based on politics be allowed.vtt 10.1 KB 2. Simple Recommendation Systems/7. Problems with Average Rating _ Explore vs. Exploit (part 1).mp4 47.7 MB 2. Simple Recommendation Systems/7. Problems with Average Rating _ Explore vs. Exploit (part 1).vtt 12.3 KB 2. Simple Recommendation Systems/8. Problems with Average Rating _ Explore vs. Exploit (part 2).mp4 45.6 MB 2. Simple Recommendation Systems/8. Problems with Average Rating _ Explore vs. Exploit (part 2).vtt 9.2 KB 2. Simple Recommendation Systems/9. Bayesian Approach part 1 (Optional).mp4 44.9 MB 2. Simple Recommendation Systems/9. Bayesian Approach part 1 (Optional).vtt 0 B 3. Collaborative Filtering/1. Collaborative Filtering Section Introduction.mp4 51.6 MB 3. Collaborative Filtering/1. Collaborative Filtering Section Introduction.vtt 13 KB 3. Collaborative Filtering/2. User-User Collaborative Filtering.mp4 60.7 MB 3. Collaborative Filtering/2. User-User Collaborative Filtering.vtt 15.8 KB 3. Collaborative Filtering/3. Collaborative Filtering Exercise Prep.mp4 43.6 MB 3. Collaborative Filtering/3. Collaborative Filtering Exercise Prep.vtt 12 KB 3. Collaborative Filtering/4. Data Preprocessing.mp4 115.9 MB 3. Collaborative Filtering/4. Data Preprocessing.vtt 17.5 KB 3. Collaborative Filtering/5. User-User Collaborative Filtering in Code.mp4 153.6 MB 3. Collaborative Filtering/5. User-User Collaborative Filtering in Code.vtt 18.6 KB 3. Collaborative Filtering/6. Item-Item Collaborative Filtering.mp4 47.6 MB 3. Collaborative Filtering/6. Item-Item Collaborative Filtering.vtt 10.1 KB 3. Collaborative Filtering/7. Item-Item Collaborative Filtering in Code.mp4 69.5 MB 3. Collaborative Filtering/7. Item-Item Collaborative Filtering in Code.vtt 7.6 KB 3. Collaborative Filtering/8. Collaborative Filtering Section Conclusion.mp4 29.3 MB 3. Collaborative Filtering/8. Collaborative Filtering Section Conclusion.vtt 6.2 KB 4. Matrix Factorization and Deep Learning/1. Matrix Factorization Section Introduction.mp4 16.9 MB 4. Matrix Factorization and Deep Learning/1. Matrix Factorization Section Introduction.vtt 4.9 KB 4. Matrix Factorization and Deep Learning/10. Probabilistic Matrix Factorization.mp4 23 MB 4. Matrix Factorization and Deep Learning/10. Probabilistic Matrix Factorization.vtt 6.6 KB 4. Matrix Factorization and Deep Learning/11. Bayesian Matrix Factorization.mp4 20.7 MB 4. Matrix Factorization and Deep Learning/11. Bayesian Matrix Factorization.vtt 5.9 KB 4. Matrix Factorization and Deep Learning/12. Matrix Factorization in Keras (Discussion).mp4 32.2 MB 4. Matrix Factorization and Deep Learning/12. Matrix Factorization in Keras (Discussion).vtt 8.4 KB 4. Matrix Factorization and Deep Learning/13. Matrix Factorization in Keras (Code).mp4 63.9 MB 4. Matrix Factorization and Deep Learning/13. Matrix Factorization in Keras (Code).vtt 8 KB 4. Matrix Factorization and Deep Learning/14. Deep Neural Network (Discussion).mp4 15 MB 4. Matrix Factorization and Deep Learning/14. Deep Neural Network (Discussion).vtt 3.1 KB 4. Matrix Factorization and Deep Learning/15. Deep Neural Network (Code).mp4 25.1 MB 4. Matrix Factorization and Deep Learning/15. Deep Neural Network (Code).vtt 2.9 KB 4. Matrix Factorization and Deep Learning/16. Residual Learning (Discussion).mp4 7.5 MB 4. Matrix Factorization and Deep Learning/16. Residual Learning (Discussion).vtt 2.2 KB 4. Matrix Factorization and Deep Learning/17. Residual Learning (Code).mp4 17.2 MB 4. Matrix Factorization and Deep Learning/17. Residual Learning (Code).vtt 1.7 KB 4. Matrix Factorization and Deep Learning/18. Autoencoders (AutoRec) Discussion.mp4 48.9 MB 4. Matrix Factorization and Deep Learning/18. Autoencoders (AutoRec) Discussion.vtt 11.5 KB 4. Matrix Factorization and Deep Learning/19. Autoencoders (AutoRec) Code.mp4 102.3 MB 4. Matrix Factorization and Deep Learning/19. Autoencoders (AutoRec) Code.vtt 12.6 KB 4. Matrix Factorization and Deep Learning/2. Matrix Factorization - First Steps.mp4 68.7 MB 4. Matrix Factorization and Deep Learning/2. Matrix Factorization - First Steps.vtt 16.7 KB 4. Matrix Factorization and Deep Learning/3. Matrix Factorization - Training.mp4 32.6 MB 4. Matrix Factorization and Deep Learning/3. Matrix Factorization - Training.vtt 9.7 KB 4. Matrix Factorization and Deep Learning/4. Matrix Factorization - Expanding Our Model.mp4 33.7 MB 4. Matrix Factorization and Deep Learning/4. Matrix Factorization - Expanding Our Model.vtt 8.4 KB 4. Matrix Factorization and Deep Learning/5. Matrix Factorization - Regularization.mp4 22.4 MB 4. Matrix Factorization and Deep Learning/5. Matrix Factorization - Regularization.vtt 6.4 KB 4. Matrix Factorization and Deep Learning/6. Matrix Factorization - Exercise Prompt.mp4 4.3 MB 4. Matrix Factorization and Deep Learning/6. Matrix Factorization - Exercise Prompt.vtt 1.3 KB 4. Matrix Factorization and Deep Learning/7. Matrix Factorization in Code.mp4 52.4 MB 4. Matrix Factorization and Deep Learning/7. Matrix Factorization in Code.vtt 6.4 KB 4. Matrix Factorization and Deep Learning/8. Matrix Factorization in Code - Vectorized.mp4 97.4 MB 4. Matrix Factorization and Deep Learning/8. Matrix Factorization in Code - Vectorized.vtt 11.1 KB 4. Matrix Factorization and Deep Learning/9. SVD (Singular Value Decomposition).mp4 32.6 MB 4. Matrix Factorization and Deep Learning/9. SVD (Singular Value Decomposition).vtt 8.2 KB 5. Restricted Boltzmann Machines (RBMs) for Collaborative Filtering/1. RBMs for Collaborative Filtering Section Introduction.mp4 10.3 MB 5. Restricted Boltzmann Machines (RBMs) for Collaborative Filtering/1. RBMs for Collaborative Filtering Section Introduction.vtt 2.4 KB 5. Restricted Boltzmann Machines (RBMs) for Collaborative Filtering/10. RBM Code pt 1.mp4 70.4 MB 5. Restricted Boltzmann Machines (RBMs) for Collaborative Filtering/10. RBM Code pt 1.vtt 8.7 KB 5. Restricted Boltzmann Machines (RBMs) for Collaborative Filtering/11. RBM Code pt 2.mp4 39.6 MB