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Title: UDEMY Recommender Systems and Deep Learning in PythonGroup: NOGRPSource: Udemy
Info Hash
C5B20ED4D0010A6FB65D896A2D536AA7748022BE
Source
Unverified
Total Size
3.49 GB
Total Files
100
Seeders
0
Leechers
3
Health
Score
3
Type
Bookware

File List

FileSize
2. Simple Recommendation Systems/9. Bayesian Approach part 1 (Optional).vtt0 B
8. Appendix/2. Windows-Focused Environment Setup 2018.mp4187.66 MB
1. Welcome/2. Outline of the course.mp434.19 MB
1. Welcome/2. Outline of the course.vtt5.83 KB
1. Welcome/3. Where to get the code.mp427.14 MB
1. Welcome/3. Where to get the code.vtt6.05 KB
2. Simple Recommendation Systems/1. Section Introduction and Outline.mp427.25 MB
2. Simple Recommendation Systems/1. Section Introduction and Outline.vtt4.76 KB
2. Simple Recommendation Systems/10. Bayesian Approach part 2 (Sampling and Ranking).mp421.03 MB
2. Simple Recommendation Systems/12. Bayesian Approach part 4 (Code).mp499.79 MB
2. Simple Recommendation Systems/13. Demographics and Supervised Learning.mp433.27 MB
2. Simple Recommendation Systems/14. PageRank (part 1).mp448.69 MB
2. Simple Recommendation Systems/15. PageRank (part 2).mp433.79 MB
2. Simple Recommendation Systems/16. Evaluating a Ranking.mp434.93 MB
2. Simple Recommendation Systems/16. Evaluating a Ranking.vtt5.22 KB
2. Simple Recommendation Systems/17. Section Conclusion.mp428.93 MB
2. Simple Recommendation Systems/2. Perspective for this Section.mp42.66 MB
2. Simple Recommendation Systems/3. Basic Intuitions.mp48.36 MB
2. Simple Recommendation Systems/4. Associations.mp425.74 MB
2. Simple Recommendation Systems/5. Hacker News - Will you be penalized for talking about the NSA.mp437.63 MB
2. Simple Recommendation Systems/5. Hacker News - Will you be penalized for talking about the NSA.vtt8.05 KB
2. Simple Recommendation Systems/6. Reddit - Should censorship based on politics be allowed.mp453.07 MB
2. Simple Recommendation Systems/6. Reddit - Should censorship based on politics be allowed.vtt10.14 KB
2. Simple Recommendation Systems/7. Problems with Average Rating _ Explore vs. Exploit (part 1).mp433.13 MB
2. Simple Recommendation Systems/8. Problems with Average Rating _ Explore vs. Exploit (part 2).mp441.39 MB
2. Simple Recommendation Systems/9. Bayesian Approach part 1 (Optional).mp443.76 MB
1. Welcome/1. Introduction.mp421.63 MB
3. Collaborative Filtering/1. Collaborative Filtering Section Introduction.mp438.81 MB
3. Collaborative Filtering/2. User-User Collaborative Filtering.mp460.69 MB
3. Collaborative Filtering/2. User-User Collaborative Filtering.vtt15.77 KB
3. Collaborative Filtering/3. Collaborative Filtering Exercise Prep.mp430.47 MB
3. Collaborative Filtering/4. Data Preprocessing.mp4106.88 MB
3. Collaborative Filtering/5. User-User Collaborative Filtering in Code.mp4126.95 MB
3. Collaborative Filtering/6. Item-Item Collaborative Filtering.mp447.58 MB
3. Collaborative Filtering/6. Item-Item Collaborative Filtering.vtt10.09 KB
3. Collaborative Filtering/7. Item-Item Collaborative Filtering in Code.mp469.46 MB
3. Collaborative Filtering/7. Item-Item Collaborative Filtering in Code.vtt7.56 KB
3. Collaborative Filtering/8. Collaborative Filtering Section Conclusion.mp424.3 MB
4. Matrix Factorization and Deep Learning/1. Matrix Factorization Section Introduction.mp46.99 MB
4. Matrix Factorization and Deep Learning/10. Probabilistic Matrix Factorization.mp422.96 MB
4. Matrix Factorization and Deep Learning/10. Probabilistic Matrix Factorization.vtt6.63 KB
4. Matrix Factorization and Deep Learning/11. Bayesian Matrix Factorization.mp420.72 MB
4. Matrix Factorization and Deep Learning/11. Bayesian Matrix Factorization.vtt5.89 KB
4. Matrix Factorization and Deep Learning/12. Matrix Factorization in Keras (Discussion).mp415.26 MB
4. Matrix Factorization and Deep Learning/13. Matrix Factorization in Keras (Code).mp455.01 MB
4. Matrix Factorization and Deep Learning/14. Deep Neural Network (Discussion).mp414.98 MB
4. Matrix Factorization and Deep Learning/14. Deep Neural Network (Discussion).vtt3.08 KB
4. Matrix Factorization and Deep Learning/15. Deep Neural Network (Code).mp425.1 MB
4. Matrix Factorization and Deep Learning/15. Deep Neural Network (Code).vtt2.9 KB
4. Matrix Factorization and Deep Learning/16. Residual Learning (Discussion).mp46.98 MB
4. Matrix Factorization and Deep Learning/17. Residual Learning (Code).mp417.22 MB
4. Matrix Factorization and Deep Learning/17. Residual Learning (Code).vtt1.72 KB
4. Matrix Factorization and Deep Learning/18. Autoencoders (AutoRec) Discussion.mp414.22 MB
4. Matrix Factorization and Deep Learning/19. Autoencoders (AutoRec) Code.mp4102.31 MB
4. Matrix Factorization and Deep Learning/19. Autoencoders (AutoRec) Code.vtt12.62 KB
4. Matrix Factorization and Deep Learning/2. Matrix Factorization - First Steps.mp446.12 MB
4. Matrix Factorization and Deep Learning/3. Matrix Factorization - Training.mp49.42 MB
4. Matrix Factorization and Deep Learning/4. Matrix Factorization - Expanding Our Model.mp433.72 MB
4. Matrix Factorization and Deep Learning/4. Matrix Factorization - Expanding Our Model.vtt8.43 KB
4. Matrix Factorization and Deep Learning/5. Matrix Factorization - Regularization.mp422.35 MB
4. Matrix Factorization and Deep Learning/5. Matrix Factorization - Regularization.vtt6.42 KB
4. Matrix Factorization and Deep Learning/6. Matrix Factorization - Exercise Prompt.mp44.25 MB
4. Matrix Factorization and Deep Learning/6. Matrix Factorization - Exercise Prompt.vtt1.29 KB
4. Matrix Factorization and Deep Learning/7. Matrix Factorization in Code.mp452.37 MB
4. Matrix Factorization and Deep Learning/7. Matrix Factorization in Code.vtt6.38 KB
4. Matrix Factorization and Deep Learning/8. Matrix Factorization in Code - Vectorized.mp497.37 MB
4. Matrix Factorization and Deep Learning/8. Matrix Factorization in Code - Vectorized.vtt11.08 KB
4. Matrix Factorization and Deep Learning/9. SVD (Singular Value Decomposition).mp46.72 MB
5. Restricted Boltzmann Machines (RBMs) for Collaborative Filtering/10. RBM Code pt 1.mp462.08 MB
5. Restricted Boltzmann Machines (RBMs) for Collaborative Filtering/11. RBM Code pt 2.mp439.57 MB
5. Restricted Boltzmann Machines (RBMs) for Collaborative Filtering/11. RBM Code pt 2.vtt4.63 KB
5. Restricted Boltzmann Machines (RBMs) for Collaborative Filtering/12. RBM Code pt 3.mp4128.08 MB
5. Restricted Boltzmann Machines (RBMs) for Collaborative Filtering/13. Speeding up the RBM Code.mp482.53 MB
5. Restricted Boltzmann Machines (RBMs) for Collaborative Filtering/2. Intro to RBMs.mp426.25 MB
5. Restricted Boltzmann Machines (RBMs) for Collaborative Filtering/3. Motivation Behind RBMs.mp434.01 MB
5. Restricted Boltzmann Machines (RBMs) for Collaborative Filtering/3. Motivation Behind RBMs.vtt7.55 KB
5. Restricted Boltzmann Machines (RBMs) for Collaborative Filtering/4. Intractability.mp412.92 MB
5. Restricted Boltzmann Machines (RBMs) for Collaborative Filtering/4. Intractability.vtt3.35 KB
5. Restricted Boltzmann Machines (RBMs) for Collaborative Filtering/5. Neural Network Equations.mp427.86 MB
5. Restricted Boltzmann Machines (RBMs) for Collaborative Filtering/6. Training an RBM (part 1).mp436.16 MB
5. Restricted Boltzmann Machines (RBMs) for Collaborative Filtering/7. Training an RBM (part 2).mp419.08 MB
5. Restricted Boltzmann Machines (RBMs) for Collaborative Filtering/8. Training an RBM (part 3) - Free Energy.mp427.57 MB
5. Restricted Boltzmann Machines (RBMs) for Collaborative Filtering/8. Training an RBM (part 3) - Free Energy.vtt7.03 KB
5. Restricted Boltzmann Machines (RBMs) for Collaborative Filtering/9. Categorical RBM for Recommender System Ratings.mp447.59 MB
5. Restricted Boltzmann Machines (RBMs) for Collaborative Filtering/9. Categorical RBM for Recommender System Ratings.vtt12.05 KB
6. Big Data Matrix Factorization with Spark Cluster on AWS EC2/1. Big Data and Spark Section Introduction.mp428.57 MB
6. Big Data Matrix Factorization with Spark Cluster on AWS EC2/2. Setting up Spark in your Local Environment.mp425.01 MB
6. Big Data Matrix Factorization with Spark Cluster on AWS EC2/3. Matrix Factorization in Spark.mp494.34 MB
6. Big Data Matrix Factorization with Spark Cluster on AWS EC2/4. Spark Submit.mp456.06 MB
6. Big Data Matrix Factorization with Spark Cluster on AWS EC2/4. Spark Submit.vtt6.95 KB
6. Big Data Matrix Factorization with Spark Cluster on AWS EC2/5. Setting up a Spark Cluster on AWS EC2.mp472.26 MB
7. Basics Review/1. Keras Discussion.mp419.69 MB
7. Basics Review/2. Keras Neural Network in Code.mp448.05 MB
7. Basics Review/3. Keras Functional API.mp437.87 MB
7. Basics Review/5. Gaussian Conjugate Prior (Appendix).mp425.13 MB
7. Basics Review/5. Gaussian Conjugate Prior (Appendix).vtt6.27 KB
8. Appendix/1. What is the Appendix.mp413.76 MB
8. Appendix/10. Python 2 vs Python 3.mp419.11 MB
8. Appendix/10. Python 2 vs Python 3.vtt5.34 KB
8. Appendix/11. BONUS Where to get discount coupons and FREE deep learning material.mp411.13 MB

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