|
|
1. Big Data and Spark Section Introduction.mp4
|
MP4
|
35.5 MB
|
|
|
1. Big Data and Spark Section Introduction.vtt
|
VTT
|
8.2 KB
|
|
|
1. Collaborative Filtering Section Introduction.mp4
|
MP4
|
51.6 MB
|
|
|
1. Collaborative Filtering Section Introduction.vtt
|
VTT
|
13 KB
|
|
|
1. Introduction.mp4
|
MP4
|
21.6 MB
|
|
|
1. Introduction.vtt
|
VTT
|
3.8 KB
|
|
|
1. Keras Discussion.mp4
|
MP4
|
27.6 MB
|
|
|
1. Keras Discussion.vtt
|
VTT
|
8 KB
|
|
|
1. Matrix Factorization Section Introduction.mp4
|
MP4
|
16.9 MB
|
|
|
1. Matrix Factorization Section Introduction.vtt
|
VTT
|
4.9 KB
|
|
|
1. RBMs for Collaborative Filtering Section Introduction.mp4
|
MP4
|
10.3 MB
|
|
|
1. RBMs for Collaborative Filtering Section Introduction.vtt
|
VTT
|
2.4 KB
|
|
|
1. Section Introduction and Outline.mp4
|
MP4
|
27.2 MB
|
|
|
1. Section Introduction and Outline.vtt
|
VTT
|
4.8 KB
|
|
|
1. What is the Appendix.mp4
|
MP4
|
18.1 MB
|
|
|
1. What is the Appendix.vtt
|
VTT
|
3.3 KB
|
|
|
10. Bayesian Approach part 2 (Sampling and Ranking).mp4
|
MP4
|
24.5 MB
|
|
|
10. Bayesian Approach part 2 (Sampling and Ranking).vtt
|
VTT
|
6.4 KB
|
|
|
10. Probabilistic Matrix Factorization.mp4
|
MP4
|
23 MB
|
|
|
10. Probabilistic Matrix Factorization.vtt
|
VTT
|
6.6 KB
|
|
|
10. Python 2 vs Python 3.mp4
|
MP4
|
19.1 MB
|
|
|
10. Python 2 vs Python 3.vtt
|
VTT
|
5.3 KB
|
|
|
10. RBM Code pt 1.mp4
|
MP4
|
70.4 MB
|
|
|
10. RBM Code pt 1.vtt
|
VTT
|
8.7 KB
|
|
|
11. BONUS Where to get discount coupons and FREE deep learning material.mp4
|
MP4
|
13.4 MB
|
|
|
11. BONUS Where to get discount coupons and FREE deep learning material.vtt
|
VTT
|
3 KB
|
|
|
11. Bayesian Approach part 3 (Gaussian).mp4
|
MP4
|
32.7 MB
|
|
|
11. Bayesian Approach part 3 (Gaussian).vtt
|
VTT
|
9 KB
|
|
|
11. Bayesian Matrix Factorization.mp4
|
MP4
|
20.7 MB
|
|
|
11. Bayesian Matrix Factorization.vtt
|
VTT
|
5.9 KB
|
|
|
11. RBM Code pt 2.mp4
|
MP4
|
39.6 MB
|
|
|
11. RBM Code pt 2.vtt
|
VTT
|
4.6 KB
|
|
|
12. Bayesian Approach part 4 (Code).mp4
|
MP4
|
106.5 MB
|
|
|
12. Bayesian Approach part 4 (Code).vtt
|
VTT
|
12.2 KB
|
|
|
12. Matrix Factorization in Keras (Discussion).mp4
|
MP4
|
32.2 MB
|
|
|
12. Matrix Factorization in Keras (Discussion).vtt
|
VTT
|
8.4 KB
|
|
|
12. RBM Code pt 3.mp4
|
MP4
|
128.5 MB
|
|
|
12. RBM Code pt 3.vtt
|
VTT
|
12 KB
|
|
|
13. Demographics and Supervised Learning.mp4
|
MP4
|
48.6 MB
|
|
|
13. Demographics and Supervised Learning.vtt
|
VTT
|
7.9 KB
|
|
|
13. Matrix Factorization in Keras (Code).mp4
|
MP4
|
63.9 MB
|
|
|
13. Matrix Factorization in Keras (Code).vtt
|
VTT
|
8 KB
|
|
|
13. Speeding up the RBM Code.mp4
|
MP4
|
82.9 MB
|
|
|
13. Speeding up the RBM Code.vtt
|
VTT
|
7.9 KB
|
|
|
14. Deep Neural Network (Discussion).mp4
|
MP4
|
15 MB
|
|
|
14. Deep Neural Network (Discussion).vtt
|
VTT
|
3.1 KB
|
|
|
14. PageRank (part 1).mp4
|
MP4
|
54.9 MB
|
|
|
14. PageRank (part 1).vtt
|
VTT
|
11.4 KB
|
|
|
15. Deep Neural Network (Code).mp4
|
MP4
|
25.1 MB
|
|
|
15. Deep Neural Network (Code).vtt
|
VTT
|
2.9 KB
|
|
|
15. PageRank (part 2).mp4
|
MP4
|
49.9 MB
|
|
|
15. PageRank (part 2).vtt
|
VTT
|
12.8 KB
|
|
|
16. Evaluating a Ranking.mp4
|
MP4
|
34.9 MB
|
|
|
16. Evaluating a Ranking.vtt
|
VTT
|
5.2 KB
|
|
|
16. Residual Learning (Discussion).mp4
|
MP4
|
7.5 MB
|
|
|
16. Residual Learning (Discussion).vtt
|
VTT
|
2.2 KB
|
|
|
17. Residual Learning (Code).mp4
|
MP4
|
17.2 MB
|
|
|
17. Residual Learning (Code).vtt
|
VTT
|
1.7 KB
|
|
|
17. Section Conclusion.mp4
|
MP4
|
31 MB
|
|
|
17. Section Conclusion.vtt
|
VTT
|
4.4 KB
|
|
|
18. Autoencoders (AutoRec) Discussion.mp4
|
MP4
|
48.9 MB
|
|
|
18. Autoencoders (AutoRec) Discussion.vtt
|
VTT
|
11.5 KB
|
|
|
19. Autoencoders (AutoRec) Code.mp4
|
MP4
|
102.3 MB
|
|
|
19. Autoencoders (AutoRec) Code.vtt
|
VTT
|
12.6 KB
|
|
|
2. Intro to RBMs.mp4
|
MP4
|
39.4 MB
|
|
|
2. Intro to RBMs.vtt
|
VTT
|
8.9 KB
|
|
|
2. Keras Neural Network in Code.mp4
|
MP4
|
66.2 MB
|
|
|
2. Keras Neural Network in Code.vtt
|
VTT
|
6.5 KB
|
|
|
2. Matrix Factorization - First Steps.mp4
|
MP4
|
68.7 MB
|
|
|
2. Matrix Factorization - First Steps.vtt
|
VTT
|
16.7 KB
|
|
|
2. Outline of the course.mp4
|
MP4
|
34.2 MB
|
|
|
2. Outline of the course.vtt
|
VTT
|
5.8 KB
|
|
|
2. Perspective for this Section.mp4
|
MP4
|
18.3 MB
|
|
|
2. Perspective for this Section.vtt
|
VTT
|
4.5 KB
|
|
|
2. Setting up Spark in your Local Environment.mp4
|
MP4
|
34.7 MB
|
|
|
2. Setting up Spark in your Local Environment.vtt
|
VTT
|
8.6 KB
|
|
|
2. User-User Collaborative Filtering.mp4
|
MP4
|
60.7 MB
|
|
|
2. User-User Collaborative Filtering.vtt
|
VTT
|
15.8 KB
|
|
|
2. Windows-Focused Environment Setup 2018.mp4
|
MP4
|
194.3 MB
|
|
|
2. Windows-Focused Environment Setup 2018.vtt
|
VTT
|
17.4 KB
|
|
|
3. Basic Intuitions.mp4
|
MP4
|
30.6 MB
|
|
|
3. Basic Intuitions.vtt
|
VTT
|
5.9 KB
|
|
|
3. Collaborative Filtering Exercise Prep.mp4
|
MP4
|
43.6 MB
|
|
|
3. Collaborative Filtering Exercise Prep.vtt
|
VTT
|
12 KB
|
|
|
3. How to How to install Numpy, Theano, Tensorflow, etc....mp4
|
MP4
|
167 MB
|
|
|
3. How to How to install Numpy, Theano, Tensorflow, etc....vtt
|
VTT
|
12.4 KB
|
|
|
3. Keras Functional API.mp4
|
MP4
|
38.6 MB
|
|
|
3. Keras Functional API.vtt
|
VTT
|
4.7 KB
|
|
|
3. Matrix Factorization - Training.mp4
|
MP4
|
32.6 MB
|
|
|
3. Matrix Factorization - Training.vtt
|
VTT
|
9.7 KB
|
|
|
3. Matrix Factorization in Spark.mp4
|
MP4
|
110 MB
|
|
|
3. Matrix Factorization in Spark.vtt
|
VTT
|
9.7 KB
|
|
|
3. Motivation Behind RBMs.mp4
|
MP4
|
34 MB
|
|
|
3. Motivation Behind RBMs.vtt
|
VTT
|
7.5 KB
|
|
|
3. Where to get the code.mp4
|
MP4
|
27.1 MB
|
|
|
3. Where to get the code.vtt
|
VTT
|
6.1 KB
|
|
|
4. Associations.mp4
|
MP4
|
29.9 MB
|
|
|
4. Associations.vtt
|
VTT
|
5 KB
|
|
|
4. Confidence Intervals (Appendix).mp4
|
MP4
|
39.8 MB
|
|
|
4. Confidence Intervals (Appendix).vtt
|
VTT
|
11.5 KB
|
|
|
4. Data Preprocessing.mp4
|
MP4
|
115.9 MB
|
|
|
4. Data Preprocessing.vtt
|
VTT
|
17.5 KB
|
|
|
4. Intractability.mp4
|
MP4
|
12.9 MB
|
|
|
4. Intractability.vtt
|
VTT
|
3.3 KB
|
|
|
4. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4
|
MP4
|
117.3 MB
|
|
|
4. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.vtt
|
VTT
|
28 KB
|
|
|
4. Matrix Factorization - Expanding Our Model.mp4
|
MP4
|
33.7 MB
|
|
|
4. Matrix Factorization - Expanding Our Model.vtt
|
VTT
|
8.4 KB
|
|
|
4. Spark Submit.mp4
|
MP4
|
56.1 MB
|
|
|
4. Spark Submit.vtt
|
VTT
|
7 KB
|
|
|
5. Gaussian Conjugate Prior (Appendix).mp4
|
MP4
|
25.1 MB
|
|
|
5. Gaussian Conjugate Prior (Appendix).vtt
|
VTT
|
6.3 KB
|
|
|
5. Hacker News - Will you be penalized for talking about the NSA.mp4
|
MP4
|
37.6 MB
|
|
|
5. Hacker News - Will you be penalized for talking about the NSA.vtt
|
VTT
|
8 KB
|
|
|
5. How to Succeed in this Course (Long Version).mp4
|
MP4
|
39.2 MB
|
|
|
5. How to Succeed in this Course (Long Version).vtt
|
VTT
|
12.8 KB
|
|
|
5. Matrix Factorization - Regularization.mp4
|
MP4
|
22.4 MB
|
|
|
5. Matrix Factorization - Regularization.vtt
|
VTT
|
6.4 KB
|
|
|
5. Neural Network Equations.mp4
|
MP4
|
31.7 MB
|
|
|
5. Neural Network Equations.vtt
|
VTT
|
7.4 KB
|
|
|
5. Setting up a Spark Cluster on AWS EC2.mp4
|
MP4
|
73.2 MB
|
|
|
5. Setting up a Spark Cluster on AWS EC2.vtt
|
VTT
|
13.8 KB
|
|
|
5. User-User Collaborative Filtering in Code.mp4
|
MP4
|
153.6 MB
|
|
|
5. User-User Collaborative Filtering in Code.vtt
|
VTT
|
18.6 KB
|
|
|
6. How to Code by Yourself (part 1).mp4
|
MP4
|
82.5 MB
|
|
|
6. How to Code by Yourself (part 1).vtt
|
VTT
|
19.6 KB
|
|
|
6. Item-Item Collaborative Filtering.mp4
|
MP4
|
47.6 MB
|
|
|
6. Item-Item Collaborative Filtering.vtt
|
VTT
|
10.1 KB
|
|
|
6. Making Predictions in the Real World.mp4
|
MP4
|
11.3 MB
|
|
|
6. Making Predictions in the Real World.vtt
|
VTT
|
3 KB
|
|
|
6. Matrix Factorization - Exercise Prompt.mp4
|
MP4
|
4.3 MB
|
|
|
6. Matrix Factorization - Exercise Prompt.vtt
|
VTT
|
1.3 KB
|
|
|
6. Reddit - Should censorship based on politics be allowed.mp4
|
MP4
|
53.1 MB
|
|
|
6. Reddit - Should censorship based on politics be allowed.vtt
|
VTT
|
10.1 KB
|
|
|
6. Training an RBM (part 1).mp4
|
MP4
|
49.1 MB
|
|
|
6. Training an RBM (part 1).vtt
|
VTT
|
11.8 KB
|
|
|
7. How to Code by Yourself (part 2).mp4
|
MP4
|
56.7 MB
|
|
|
7. How to Code by Yourself (part 2).vtt
|
VTT
|
11.6 KB
|
|
|
7. Item-Item Collaborative Filtering in Code.mp4
|
MP4
|
69.5 MB
|
|
|
7. Item-Item Collaborative Filtering in Code.vtt
|
VTT
|
7.6 KB
|
|
|
7. Matrix Factorization in Code.mp4
|
MP4
|
52.4 MB
|
|
|
7. Matrix Factorization in Code.vtt
|
VTT
|
6.4 KB
|
|
|
7. Problems with Average Rating _ Explore vs. Exploit (part 1).mp4
|
MP4
|
47.7 MB
|
|
|
7. Problems with Average Rating _ Explore vs. Exploit (part 1).vtt
|
VTT
|
12.3 KB
|
|
|
7. Training an RBM (part 2).mp4
|
MP4
|
27.3 MB
|
|
|
7. Training an RBM (part 2).vtt
|
VTT
|
6.4 KB
|
|
|
8. Collaborative Filtering Section Conclusion.mp4
|
MP4
|
29.3 MB
|
|
|
8. Collaborative Filtering Section Conclusion.vtt
|
VTT
|
6.2 KB
|
|
|
8. Matrix Factorization in Code - Vectorized.mp4
|
MP4
|
97.4 MB
|
|
|
8. Matrix Factorization in Code - Vectorized.vtt
|
VTT
|
11.1 KB
|
|
|
8. Problems with Average Rating _ Explore vs. Exploit (part 2).mp4
|
MP4
|
45.6 MB
|
|
|
8. Problems with Average Rating _ Explore vs. Exploit (part 2).vtt
|
VTT
|
9.2 KB
|
|
|
8. Training an RBM (part 3) - Free Energy.mp4
|
MP4
|
27.6 MB
|
|
|
8. Training an RBM (part 3) - Free Energy.vtt
|
VTT
|
7 KB
|
|
|
8. What order should I take your courses in (part 1).mp4
|
MP4
|
88.4 MB
|
|
|
8. What order should I take your courses in (part 1).vtt
|
VTT
|
14.2 KB
|
|
|
9. Bayesian Approach part 1 (Optional).mp4
|
MP4
|
44.9 MB
|
|
|
9. Bayesian Approach part 1 (Optional).vtt
|
VTT
|
0 B
|
|
|
9. Categorical RBM for Recommender System Ratings.mp4
|
MP4
|
47.6 MB
|
|
|
9. Categorical RBM for Recommender System Ratings.vtt
|
VTT
|
12 KB
|
|
|
9. SVD (Singular Value Decomposition).mp4
|
MP4
|
32.6 MB
|
|
|
9. SVD (Singular Value Decomposition).vtt
|
VTT
|
8.2 KB
|
|
|
9. What order should I take your courses in (part 2).mp4
|
MP4
|
123 MB
|
|
|
9. What order should I take your courses in (part 2).vtt
|
VTT
|
20.3 KB
|
|
|
[DesireCourse.Com].txt
|
TXT
|
716.8 B
|
|
|
[DesireCourse.Com].url
|
URL
|
0 B
|