Udemy - Recommender Systems and Deep Learning in Python

Files:

• 1. Introduction.mp4 (21.6 MB)
• 1. Introduction.vtt (3.8 KB)
• 2. Outline of the course.mp4 (34.2 MB)
• 2. Outline of the course.vtt (5.8 KB)
• 3. Where to get the code.mp4 (27.1 MB)
• 3. Where to get the code.vtt (6.1 KB)

• 1. Section Introduction and Outline.mp4 (27.2 MB)
• 1. Section Introduction and Outline.vtt (4.8 KB)
• 10. Bayesian Approach part 2 (Sampling and Ranking).mp4 (24.5 MB)
• 10. Bayesian Approach part 2 (Sampling and Ranking).vtt (6.4 KB)
• 11. Bayesian Approach part 3 (Gaussian).mp4 (32.7 MB)
• 11. Bayesian Approach part 3 (Gaussian).vtt (9.0 KB)
• 12. Bayesian Approach part 4 (Code).mp4 (106.5 MB)
• 12. Bayesian Approach part 4 (Code).vtt (12.2 KB)
• 13. Demographics and Supervised Learning.mp4 (48.6 MB)
• 13. Demographics and Supervised Learning.vtt (7.9 KB)
• 14. PageRank (part 1).mp4 (54.9 MB)
• 14. PageRank (part 1).vtt (11.4 KB)
• 15. PageRank (part 2).mp4 (49.9 MB)
• 15. PageRank (part 2).vtt (12.8 KB)
• 16. Evaluating a Ranking.mp4 (34.9 MB)
• 16. Evaluating a Ranking.vtt (5.2 KB)
• 17. Section Conclusion.mp4 (31.0 MB)
• 17. Section Conclusion.vtt (4.4 KB)
• 2. Perspective for this Section.mp4 (18.3 MB)
• 2. Perspective for this Section.vtt (4.5 KB)
• 3. Basic Intuitions.mp4 (30.6 MB)
• 3. Basic Intuitions.vtt (5.9 KB)
• 4. Associations.mp4 (29.9 MB)
• 4. Associations.vtt (5.0 KB)
• 5. Hacker News - Will you be penalized for talking about the NSA.mp4 (37.6 MB)
• 5. Hacker News - Will you be penalized for talking about the NSA.vtt (8.0 KB)
• 6. Reddit - Should censorship based on politics be allowed.mp4 (53.1 MB)
• 6. Reddit - Should censorship based on politics be allowed.vtt (10.1 KB)
• 7. Problems with Average Rating _ Explore vs. Exploit (part 1).mp4 (47.7 MB)
• 7. Problems with Average Rating _ Explore vs. Exploit (part 1).vtt (12.3 KB)
• 8. Problems with Average Rating _ Explore vs. Exploit (part 2).mp4 (45.6 MB)
• 8. Problems with Average Rating _ Explore vs. Exploit (part 2).vtt (9.2 KB)
• 9. Bayesian Approach part 1 (Optional).mp4 (44.9 MB)
• 9. Bayesian Approach part 1 (Optional).vtt (0.0 KB)

• 1. Collaborative Filtering Section Introduction.mp4 (51.6 MB)
• 1. Collaborative Filtering Section Introduction.vtt (13.0 KB)
• 2. User-User Collaborative Filtering.mp4 (60.7 MB)
• 2. User-User Collaborative Filtering.vtt (15.8 KB)
• 3. Collaborative Filtering Exercise Prep.mp4 (43.6 MB)
• 3. Collaborative Filtering Exercise Prep.vtt (12.0 KB)
• 4. Data Preprocessing.mp4 (115.9 MB)
• 4. Data Preprocessing.vtt (17.5 KB)
• 5. User-User Collaborative Filtering in Code.mp4 (153.6 MB)
• 5. User-User Collaborative Filtering in Code.vtt (18.6 KB)
• 6. Item-Item Collaborative Filtering.mp4 (47.6 MB)
• 6. Item-Item Collaborative Filtering.vtt (10.1 KB)
• 7. Item-Item Collaborative Filtering in Code.mp4 (69.5 MB)
• 7. Item-Item Collaborative Filtering in Code.vtt (7.6 KB)
• 8. Collaborative Filtering Section Conclusion.mp4 (29.3 MB)
• 8. Collaborative Filtering Section Conclusion.vtt (6.2 KB)

• 1. Matrix Factorization Section Introduction.mp4 (16.9 MB)
• 1. Matrix Factorization Section Introduction.vtt (4.9 KB)
• 10. Probabilistic Matrix Factorization.mp4 (23.0 MB)
• 10. Probabilistic Matrix Factorization.vtt (6.6 KB)
• 11. Bayesian Matrix Factorization.mp4 (20.7 MB)
• 11. Bayesian Matrix Factorization.vtt (5.9 KB)
• 12. Matrix Factorization in Keras (Discussion).mp4 (32.2 MB)
• 12. Matrix Factorization in Keras (Discussion).vtt (8.4 KB)
• 13. Matrix Factorization in Keras (Code).mp4 (63.9 MB)
• 13. Matrix Factorization in Keras (Code).vtt (8.0 KB)
• 14. Deep Neural Network (Discussion).mp4 (15.0 MB)
• 14. Deep Neural Network (Discussion).vtt (3.1 KB)
• 15. Deep Neural Network (Code).mp4 (25.1 MB)
• 15. Deep Neural Network (Code).vtt (2.9 KB)
• 16. Residual Learning (Discussion).mp4 (7.5 MB)
• 16. Residual Learning (Discussion).vtt (2.2 KB)
• 17. Residual Learning (Code).mp4 (17.2 MB)
• 17. Residual Learning (Code).vtt (1.7 KB)
• 18. Autoencoders (AutoRec) Discussion.mp4 (48.9 MB)
• 18. Autoencoders (AutoRec) Discussion.vtt (11.5 KB)
• 19. Autoencoders (AutoRec) Code.mp4 (102.3 MB)
• 19. Autoencoders (AutoRec) Code.vtt (12.6 KB)
• 2. Matrix Factorization - First Steps.mp4 (68.7 MB)
• 2. Matrix Factorization - First Steps.vtt (16.7 KB)
• 3. Matrix Factorization - Training.mp4 (32.6 MB)
• 3. Matrix Factorization - Training.vtt (9.7 KB)
• 4. Matrix Factorization - Expanding Our Model.mp4 (33.7 MB)
• 4. Matrix Factorization - Expanding Our Model.vtt (8.4 KB)
• 5. Matrix Factorization - Regularization.mp4 (22.4 MB)
• 5. Matrix Factorization - Regularization.vtt (6.4 KB)
• 6. Matrix Factorization - Exercise Prompt.mp4 (4.3 MB)
• 6. Matrix Factorization - Exercise Prompt.vtt (1.3 KB)
• 7. Matrix Factorization in Code.mp4 (52.4 MB)
• 7. Matrix Factorization in Code.vtt (6.4 KB)
• 8. Matrix Factorization in Code - Vectorized.mp4 (97.4 MB)
• 8. Matrix Factorization in Code - Vectorized.vtt (11.1 KB)
• 9. SVD (Singular Value Decomposition).mp4 (32.6 MB)
• 9. SVD (Singular Value Decomposition).vtt (8.2 KB)

• 1. RBMs for Collaborative Filtering Section Introduction.mp4 (10.3 MB)
• 1. RBMs for Collaborative Filtering Section Introduction.vtt (2.4 KB)
• 10. RBM Code pt 1.mp4 (70.4 MB)
• 10. RBM Code pt 1.vtt (8.7 KB)
• 11. RBM Code pt 2.mp4 (39.6 MB)
• 11. RBM Code pt 2.vtt (4.6 KB)
• 12. RBM Code pt 3.mp4 (128.5 MB)
• 12. RBM Code pt 3.vtt (12.0 KB)
• 13. Speeding up the RBM Code.mp4 (82.9 MB)
• 13. Speeding up the RBM Code.vtt (7.9 KB)
• 2. Intro to RBMs.mp4 (39.4 MB)
• 2. Intro to RBMs.vtt (8.9 KB)
• 3. Motivation Behind RBMs.mp4 (34.0 MB)
• 3. Motivation Behind RBMs.vtt (7.5 KB)
• 4. Intractability.mp4 (12.9 MB)
• 4. Intractability.vtt (3.3 KB)
• 5. Neural Network Equations.mp4 (31.7 MB)
• 5. Neural Network Equations.vtt (7.4 KB)
• 6. Training an RBM (part 1).mp4 (49.1 MB)
• 6. Training an RBM (part 1).vtt (11.8 KB)
• 7. Training an RBM (part 2).mp4 (27.3 MB)
• 7. Training an RBM (part 2).vtt (6.4 KB)
• 8. Training an RBM (part 3) - Free Energy.mp4 (27.6 MB)
• 8. Training an RBM (part 3) - Free Energy.vtt (7.0 KB)
• 9. Categorical RBM for Recommender System Ratings.mp4 (47.6 MB)
• 9. Categorical RBM for Recommender System Ratings.vtt (12.0 KB)

• 1. Big Data and Spark Section Introduction.mp4 (35.5 MB)
• 1. Big Data and Spark Section Introduction.vtt (8.2 KB)
• 2. Setting up Spark in your Local Environment.mp4 (34.7 MB)
• 2. Setting up Spark in your Local Environment.vtt (8.6 KB)
• 3. Matrix Factorization in Spark.mp4 (110.0 MB)
• 3. Matrix Factorization in Spark.vtt (9.7 KB)
• 4. Spark Submit.mp4 (56.1 MB)
• 4. Spark Submit.vtt (7.0 KB)
• 5. Setting up a Spark Cluster on AWS EC2.mp4 (73.2 MB)
• 5. Setting up a Spark Cluster on AWS EC2.vtt (13.8 KB)
• 6. Making Predictions in the Real World.mp4 (11.3 MB)
• 6. Making Predictions in the Real World.vtt (3.0 KB)

• 1. Keras Discussion.mp4 (27.6 MB)
• 1. Keras Discussion.vtt (8.0 KB)
• 2. Keras Neural Network in Code.mp4 (66.2 MB)
• 2. Keras Neural Network in Code.vtt (6.5 KB)
• 3. Keras Functional API.mp4 (38.6 MB)
• 3. Keras Functional API.vtt (4.7 KB)
• 4. Confidence Intervals (Appendix).mp4 (39.8 MB)
• 4. Confidence Intervals (Appendix).vtt (11.5 KB)
• 5. Gaussian Conjugate Prior (Appendix).mp4 (25.1 MB)
• 5. Gaussian Conjugate Prior (Appendix).vtt (6.3 KB)

• 1. What is the Appendix.mp4 (18.1 MB)
• 1. What is the Appendix.vtt (3.3 KB)
• 10. Python 2 vs Python 3.mp4 (19.1 MB)
• 10. Python 2 vs Python 3.vtt (5.3 KB)
• 11. BONUS Where to get discount coupons and FREE deep learning material.mp4 (13.4 MB)
• 11. BONUS Where to get discount coupons and FREE deep learning material.vtt (3.0 KB)
• 2. Windows-Focused Environment Setup 2018.mp4 (194.3 MB)
• 2. Windows-Focused Environment Setup 2018.vtt (17.4 KB)
• 3. How to How to install Numpy, Theano, Tensorflow, etc....mp4 (167.0 MB)
• 3. How to How to install Numpy, Theano, Tensorflow, etc....vtt (12.4 KB)
• 4. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4 (117.3 MB)
• 4. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.vtt (28.0 KB)
• 5. How to Succeed in this Course (Long Version).mp4 (39.2 MB)
• 5. How to Succeed in this Course (Long Version).vtt (12.8 KB)
• 6. How to Code by Yourself (part 1).mp4 (82.5 MB)
• 6. How to Code by Yourself (part 1).vtt (19.6 KB)
• 7. How to Code by Yourself (part 2).mp4 (56.7 MB)
• 7. How to Code by Yourself (part 2).vtt (11.6 KB)
• 8. What order should I take your courses in (part 1).mp4 (88.4 MB)
• 8. What order should I take your courses in (part 1).vtt (14.2 KB)
• 9. What order should I take your courses in (part 2).mp4 (123.0 MB)
• 9. What order should I take your courses in (part 2).vtt (20.3 KB)

• [DesireCourse.Com].txt (0.7 KB)
• [DesireCourse.Com].url (0.0 KB)