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[FreeTutorials.Eu] [UDEMY] Recommender Systems and Deep Learning in Python - [FTU]
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2019-6-17 19:42
2024-8-14 06:27
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Recommender
Systems
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Learning
in
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FTU
文件列表
1. Welcome/1. Introduction.mp4
21.63MB
1. Welcome/2. Outline of the course.mp4
34.19MB
1. Welcome/3. Where to get the code.mp4
27.14MB
2. Simple Recommendation Systems/10. Bayesian Approach part 2 (Sampling and Ranking).mp4
24.5MB
2. Simple Recommendation Systems/11. Bayesian Approach part 3 (Gaussian).mp4
32.72MB
2. Simple Recommendation Systems/12. Bayesian Approach part 4 (Code).mp4
106.51MB
2. Simple Recommendation Systems/13. Demographics and Supervised Learning.mp4
48.57MB
2. Simple Recommendation Systems/14. PageRank (part 1).mp4
54.89MB
2. Simple Recommendation Systems/15. PageRank (part 2).mp4
49.92MB
2. Simple Recommendation Systems/16. Evaluating a Ranking.mp4
34.93MB
2. Simple Recommendation Systems/17. Section Conclusion.mp4
31.01MB
2. Simple Recommendation Systems/1. Section Introduction and Outline.mp4
27.25MB
2. Simple Recommendation Systems/2. Perspective for this Section.mp4
18.29MB
2. Simple Recommendation Systems/3. Basic Intuitions.mp4
30.62MB
2. Simple Recommendation Systems/4. Associations.mp4
29.89MB
2. Simple Recommendation Systems/5. Hacker News - Will you be penalized for talking about the NSA.mp4
37.63MB
2. Simple Recommendation Systems/6. Reddit - Should censorship based on politics be allowed.mp4
53.07MB
2. Simple Recommendation Systems/7. Problems with Average Rating _ Explore vs. Exploit (part 1).mp4
47.72MB
2. Simple Recommendation Systems/8. Problems with Average Rating _ Explore vs. Exploit (part 2).mp4
45.62MB
2. Simple Recommendation Systems/9. Bayesian Approach part 1 (Optional).mp4
44.95MB
3. Collaborative Filtering/1. Collaborative Filtering Section Introduction.mp4
51.63MB
3. Collaborative Filtering/2. User-User Collaborative Filtering.mp4
60.69MB
3. Collaborative Filtering/3. Collaborative Filtering Exercise Prep.mp4
43.58MB
3. Collaborative Filtering/4. Data Preprocessing.mp4
115.91MB
3. Collaborative Filtering/5. User-User Collaborative Filtering in Code.mp4
153.58MB
3. Collaborative Filtering/6. Item-Item Collaborative Filtering.mp4
47.58MB
3. Collaborative Filtering/7. Item-Item Collaborative Filtering in Code.mp4
69.46MB
3. Collaborative Filtering/8. Collaborative Filtering Section Conclusion.mp4
29.35MB
4. Matrix Factorization and Deep Learning/10. Probabilistic Matrix Factorization.mp4
22.96MB
4. Matrix Factorization and Deep Learning/11. Bayesian Matrix Factorization.mp4
20.72MB
4. Matrix Factorization and Deep Learning/12. Matrix Factorization in Keras (Discussion).mp4
32.24MB
4. Matrix Factorization and Deep Learning/13. Matrix Factorization in Keras (Code).mp4
63.94MB
4. Matrix Factorization and Deep Learning/14. Deep Neural Network (Discussion).mp4
14.98MB
4. Matrix Factorization and Deep Learning/15. Deep Neural Network (Code).mp4
25.1MB
4. Matrix Factorization and Deep Learning/16. Residual Learning (Discussion).mp4
7.54MB
4. Matrix Factorization and Deep Learning/17. Residual Learning (Code).mp4
17.22MB
4. Matrix Factorization and Deep Learning/18. Autoencoders (AutoRec) Discussion.mp4
48.9MB
4. Matrix Factorization and Deep Learning/19. Autoencoders (AutoRec) Code.mp4
102.31MB
4. Matrix Factorization and Deep Learning/1. Matrix Factorization Section Introduction.mp4
16.87MB
4. Matrix Factorization and Deep Learning/2. Matrix Factorization - First Steps.mp4
68.68MB
4. Matrix Factorization and Deep Learning/3. Matrix Factorization - Training.mp4
32.59MB
4. Matrix Factorization and Deep Learning/4. Matrix Factorization - Expanding Our Model.mp4
33.72MB
4. Matrix Factorization and Deep Learning/5. Matrix Factorization - Regularization.mp4
22.35MB
4. Matrix Factorization and Deep Learning/6. Matrix Factorization - Exercise Prompt.mp4
4.25MB
4. Matrix Factorization and Deep Learning/7. Matrix Factorization in Code.mp4
52.37MB
4. Matrix Factorization and Deep Learning/8. Matrix Factorization in Code - Vectorized.mp4
97.37MB
4. Matrix Factorization and Deep Learning/9. SVD (Singular Value Decomposition).mp4
32.63MB
5. Restricted Boltzmann Machines (RBMs) for Collaborative Filtering/10. RBM Code pt 1.mp4
70.43MB
5. Restricted Boltzmann Machines (RBMs) for Collaborative Filtering/11. RBM Code pt 2.mp4
39.57MB
5. Restricted Boltzmann Machines (RBMs) for Collaborative Filtering/12. RBM Code pt 3.mp4
128.54MB
5. Restricted Boltzmann Machines (RBMs) for Collaborative Filtering/13. Speeding up the RBM Code.mp4
82.94MB
5. Restricted Boltzmann Machines (RBMs) for Collaborative Filtering/1. RBMs for Collaborative Filtering Section Introduction.mp4
10.32MB
5. Restricted Boltzmann Machines (RBMs) for Collaborative Filtering/2. Intro to RBMs.mp4
39.44MB
5. Restricted Boltzmann Machines (RBMs) for Collaborative Filtering/3. Motivation Behind RBMs.mp4
34.01MB
5. Restricted Boltzmann Machines (RBMs) for Collaborative Filtering/4. Intractability.mp4
12.92MB
5. Restricted Boltzmann Machines (RBMs) for Collaborative Filtering/5. Neural Network Equations.mp4
31.7MB
5. Restricted Boltzmann Machines (RBMs) for Collaborative Filtering/6. Training an RBM (part 1).mp4
49.06MB
5. Restricted Boltzmann Machines (RBMs) for Collaborative Filtering/7. Training an RBM (part 2).mp4
27.33MB
5. Restricted Boltzmann Machines (RBMs) for Collaborative Filtering/8. Training an RBM (part 3) - Free Energy.mp4
27.57MB
5. Restricted Boltzmann Machines (RBMs) for Collaborative Filtering/9. Categorical RBM for Recommender System Ratings.mp4
47.59MB
6. Big Data Matrix Factorization with Spark Cluster on AWS EC2/1. Big Data and Spark Section Introduction.mp4
35.54MB
6. Big Data Matrix Factorization with Spark Cluster on AWS EC2/2. Setting up Spark in your Local Environment.mp4
34.66MB
6. Big Data Matrix Factorization with Spark Cluster on AWS EC2/3. Matrix Factorization in Spark.mp4
110.01MB
6. Big Data Matrix Factorization with Spark Cluster on AWS EC2/4. Spark Submit.mp4
56.06MB
6. Big Data Matrix Factorization with Spark Cluster on AWS EC2/5. Setting up a Spark Cluster on AWS EC2.mp4
73.23MB
6. Big Data Matrix Factorization with Spark Cluster on AWS EC2/6. Making Predictions in the Real World.mp4
11.31MB
7. Basics Review/1. Keras Discussion.mp4
27.64MB
7. Basics Review/2. Keras Neural Network in Code.mp4
66.17MB
7. Basics Review/3. Keras Functional API.mp4
38.64MB
7. Basics Review/4. Confidence Intervals (Appendix).mp4
39.83MB
7. Basics Review/5. Gaussian Conjugate Prior (Appendix).mp4
25.13MB
8. Appendix/10. Python 2 vs Python 3.mp4
19.11MB
8. Appendix/11. BONUS Where to get discount coupons and FREE deep learning material.mp4
13.37MB
8. Appendix/1. What is the Appendix.mp4
18.09MB
8. Appendix/2. Windows-Focused Environment Setup 2018.mp4
194.28MB
8. Appendix/3. How to How to install Numpy, Theano, Tensorflow, etc....mp4
167MB
8. Appendix/4. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4
117.3MB
8. Appendix/5. How to Succeed in this Course (Long Version).mp4
39.24MB
8. Appendix/6. How to Code by Yourself (part 1).mp4
82.52MB
8. Appendix/7. How to Code by Yourself (part 2).mp4
56.66MB
8. Appendix/8. What order should I take your courses in (part 1).mp4
88.42MB
8. Appendix/9. What order should I take your courses in (part 2).mp4
123.03MB
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