Recommender Systems and Deep Learning in Python | 1D8B6CE7DE6EE3DA70025EA3A50CB56F89EFCF3C

Recommender Systems and Deep Learning in Python

Name	Recommender Systems and Deep Learning in Python	DOWNLOAD Copy Link
Total Size	4.4 GB
Total Files	176
Hash	1D8B6CE7DE6EE3DA70025EA3A50CB56F89EFCF3C

/8. Appendix/
2. Windows-Focused Environment Setup 2018.mp4	203.7 MB
1. What is the Appendix.mp4	19.0 MB
1. What is the Appendix.vtt	3.4 KB
2. Windows-Focused Environment Setup 2018.vtt	17.8 KB
3. How to How to install Numpy, Theano, Tensorflow, etc....mp4	175.1 MB
3. How to How to install Numpy, Theano, Tensorflow, etc....vtt	12.7 KB
4. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4	123.0 MB
4. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.vtt	28.6 KB
5. How to Succeed in this Course (Long Version).mp4	41.1 MB
5. How to Succeed in this Course (Long Version).vtt	13.1 KB
6. How to Code by Yourself (part 1).mp4	86.5 MB
6. How to Code by Yourself (part 1).vtt	20.1 KB
7. How to Code by Yourself (part 2).mp4	59.4 MB
7. How to Code by Yourself (part 2).vtt	11.9 KB
8. Proof that using Jupyter Notebook is the same as not using it.mp4	82.1 MB
8. Proof that using Jupyter Notebook is the same as not using it.vtt	12.5 KB
9. What order should I take your courses in (part 1).mp4	92.7 MB
9. What order should I take your courses in (part 1).vtt	14.5 KB
10. What order should I take your courses in (part 2).mp4	129.0 MB
10. What order should I take your courses in (part 2).vtt	20.8 KB
11. Python 2 vs Python 3.mp4	20.0 MB
11. Python 2 vs Python 3.vtt	5.5 KB
12. BONUS Where to get discount coupons and FREE deep learning material.mp4	14.0 MB
12. BONUS Where to get discount coupons and FREE deep learning material.vtt	3.1 KB
ReadMe.txt	0.5 KB
Visit Coursedrive.org.url	0.1 KB
/
Visit Coursedrive.org.url	0.1 KB
Course Downloaded from coursedrive.org.txt	0.5 KB
/Recommender Systems and Deep Learning in Python/
ReadMe.txt	0.5 KB
Visit Coursedrive.org.url	0.1 KB
/1. Welcome/
1. Introduction.mp4	22.7 MB
1. Introduction.vtt	3.9 KB
2. Outline of the course.mp4	35.8 MB
2. Outline of the course.vtt	6.0 KB
3. Where to get the code.mp4	28.5 MB
3. Where to get the code.vtt	6.2 KB
Must Read.txt	0.5 KB
Visit Coursedrive.org.url	0.1 KB
/.../2. Simple Recommendation Systems/
1. Section Introduction and Outline.mp4	28.6 MB
1. Section Introduction and Outline.vtt	4.9 KB
2. Perspective for this Section.mp4	19.2 MB
2. Perspective for this Section.vtt	4.6 KB
3. Basic Intuitions.mp4	32.1 MB
3. Basic Intuitions.vtt	6.1 KB
4. Associations.mp4	31.3 MB
4. Associations.vtt	5.1 KB
5. Hacker News - Will you be penalized for talking about the NSA.mp4	39.5 MB
5. Hacker News - Will you be penalized for talking about the NSA.vtt	8.2 KB
6. Reddit - Should censorship based on politics be allowed.mp4	55.7 MB
6. Reddit - Should censorship based on politics be allowed.vtt	10.4 KB
7. Problems with Average Rating & Explore vs. Exploit (part 1).mp4	50.0 MB
7. Problems with Average Rating & Explore vs. Exploit (part 1).vtt	12.6 KB
8. Problems with Average Rating & Explore vs. Exploit (part 2).mp4	47.8 MB
8. Problems with Average Rating & Explore vs. Exploit (part 2).vtt	9.4 KB
9. Bayesian Approach part 1 (Optional).mp4	47.1 MB
9. Bayesian Approach part 1 (Optional).vtt	12.4 KB
10. Bayesian Approach part 2 (Sampling and Ranking).mp4	25.7 MB
10. Bayesian Approach part 2 (Sampling and Ranking).vtt	6.6 KB
11. Bayesian Approach part 3 (Gaussian).mp4	34.3 MB
11. Bayesian Approach part 3 (Gaussian).vtt	9.2 KB
12. Bayesian Approach part 4 (Code).mp4	111.7 MB
12. Bayesian Approach part 4 (Code).vtt	12.5 KB
13. Demographics and Supervised Learning.mp4	50.9 MB
13. Demographics and Supervised Learning.vtt	8.1 KB
14. PageRank (part 1).mp4	57.6 MB
14. PageRank (part 1).vtt	11.6 KB
15. PageRank (part 2).mp4	52.4 MB
15. PageRank (part 2).vtt	13.1 KB
16. Evaluating a Ranking.mp4	36.6 MB
16. Evaluating a Ranking.vtt	5.3 KB
17. Section Conclusion.mp4	32.5 MB
17. Section Conclusion.vtt	4.5 KB
/3. Collaborative Filtering/
1. Collaborative Filtering Section Introduction.mp4	54.1 MB
1. Collaborative Filtering Section Introduction.vtt	13.3 KB
2. User-User Collaborative Filtering.mp4	63.6 MB
2. User-User Collaborative Filtering.vtt	16.1 KB
3. Collaborative Filtering Exercise Prep.mp4	45.7 MB
3. Collaborative Filtering Exercise Prep.vtt	12.3 KB
4. Data Preprocessing.mp4	121.5 MB
4. Data Preprocessing.vtt	17.9 KB
5. User-User Collaborative Filtering in Code.mp4	161.0 MB
5. User-User Collaborative Filtering in Code.vtt	19.0 KB
6. Item-Item Collaborative Filtering.mp4	49.9 MB
6. Item-Item Collaborative Filtering.vtt	10.3 KB
7. Item-Item Collaborative Filtering in Code.mp4	72.8 MB
7. Item-Item Collaborative Filtering in Code.vtt	7.7 KB
8. Collaborative Filtering Section Conclusion.mp4	30.8 MB
8. Collaborative Filtering Section Conclusion.vtt	6.4 KB
/.../4. Matrix Factorization and Deep Learning/
1. Matrix Factorization Section Introduction.mp4	17.7 MB
1. Matrix Factorization Section Introduction.vtt	5.1 KB
2. Matrix Factorization - First Steps.mp4	72.0 MB
2. Matrix Factorization - First Steps.vtt	17.1 KB
3. Matrix Factorization - Training.mp4	34.2 MB
3. Matrix Factorization - Training.vtt	9.9 KB
4. Matrix Factorization - Expanding Our Model.mp4	35.9 MB
4. Matrix Factorization - Expanding Our Model.vtt	8.7 KB
5. Matrix Factorization - Regularization.mp4	23.3 MB
5. Matrix Factorization - Regularization.vtt	6.5 KB
6. Matrix Factorization - Exercise Prompt.mp4	4.5 MB
6. Matrix Factorization - Exercise Prompt.vtt	1.3 KB
7. Matrix Factorization in Code.mp4	55.8 MB
7. Matrix Factorization in Code.vtt	6.5 KB
8. Matrix Factorization in Code - Vectorized.mp4	102.1 MB
8. Matrix Factorization in Code - Vectorized.vtt	11.4 KB
9. SVD (Singular Value Decomposition).mp4	34.2 MB
9. SVD (Singular Value Decomposition).vtt	8.4 KB
10. Probabilistic Matrix Factorization.mp4	24.1 MB
10. Probabilistic Matrix Factorization.vtt	6.8 KB
11. Bayesian Matrix Factorization.mp4	21.7 MB
11. Bayesian Matrix Factorization.vtt	6.0 KB
12. Matrix Factorization in Keras (Discussion).mp4	33.8 MB
12. Matrix Factorization in Keras (Discussion).vtt	8.6 KB
13. Matrix Factorization in Keras (Code).mp4	67.0 MB
13. Matrix Factorization in Keras (Code).vtt	8.2 KB
14. Deep Neural Network (Discussion).mp4	15.7 MB
14. Deep Neural Network (Discussion).vtt	3.1 KB
15. Deep Neural Network (Code).mp4	26.3 MB
15. Deep Neural Network (Code).vtt	3.0 KB
16. Residual Learning (Discussion).mp4	7.9 MB
16. Residual Learning (Discussion).vtt	2.2 KB
17. Residual Learning (Code).mp4	18.1 MB
17. Residual Learning (Code).vtt	1.8 KB
18. Autoencoders (AutoRec) Discussion.mp4	51.3 MB
18. Autoencoders (AutoRec) Discussion.vtt	11.8 KB
19. Autoencoders (AutoRec) Code.mp4	107.3 MB
19. Autoencoders (AutoRec) Code.vtt	12.9 KB
ReadMe.txt	0.5 KB
Visit Coursedrive.org.url	0.1 KB
/.../5. Restricted Boltzmann Machines (RBMs) for Collaborative Filtering/
1. RBMs for Collaborative Filtering Section Introduction.mp4	10.8 MB
1. RBMs for Collaborative Filtering Section Introduction.vtt	2.4 KB
2. Intro to RBMs.mp4	41.4 MB
2. Intro to RBMs.vtt	9.1 KB
3. Motivation Behind RBMs.mp4	35.7 MB
3. Motivation Behind RBMs.vtt	7.7 KB
4. Intractability.mp4	13.6 MB
4. Intractability.vtt	3.4 KB
5. Neural Network Equations.mp4	33.2 MB
5. Neural Network Equations.vtt	7.6 KB
6. Training an RBM (part 1).mp4	51.4 MB
6. Training an RBM (part 1).vtt	12.0 KB
7. Training an RBM (part 2).mp4	28.7 MB
7. Training an RBM (part 2).vtt	6.6 KB
8. Training an RBM (part 3) - Free Energy.mp4	28.9 MB
8. Training an RBM (part 3) - Free Energy.vtt	7.2 KB
9. Categorical RBM for Recommender System Ratings.mp4	49.9 MB
9. Categorical RBM for Recommender System Ratings.vtt	12.3 KB
10. RBM Code pt 1.mp4	73.8 MB
10. RBM Code pt 1.vtt	8.9 KB
11. RBM Code pt 2.mp4	41.5 MB
11. RBM Code pt 2.vtt	4.7 KB
12. RBM Code pt 3.mp4	134.8 MB
12. RBM Code pt 3.vtt	12.3 KB
13. Speeding up the RBM Code.mp4	87.0 MB
13. Speeding up the RBM Code.vtt	8.1 KB
/.../6. Big Data Matrix Factorization with Spark Cluster on AWS EC2/
1. Big Data and Spark Section Introduction.mp4	37.3 MB
1. Big Data and Spark Section Introduction.vtt	8.4 KB
2. Setting up Spark in your Local Environment.mp4	36.3 MB
2. Setting up Spark in your Local Environment.vtt	8.8 KB
3. Matrix Factorization in Spark.mp4	115.4 MB
3. Matrix Factorization in Spark.vtt	9.9 KB
4. Spark Submit.mp4	58.8 MB
4. Spark Submit.vtt	7.1 KB
5. Setting up a Spark Cluster on AWS EC2.mp4	76.8 MB
5. Setting up a Spark Cluster on AWS EC2.vtt	14.1 KB
6. Making Predictions in the Real World.mp4	11.9 MB
6. Making Predictions in the Real World.vtt	3.1 KB
/7. Basics Review/
1. (Review) Keras Discussion.mp4	29.0 MB
1. (Review) Keras Discussion.vtt	8.2 KB
2. (Review) Keras Neural Network in Code.mp4	69.4 MB
2. (Review) Keras Neural Network in Code.vtt	6.6 KB
3. (Review) Keras Functional API.mp4	40.5 MB
3. (Review) Keras Functional API.vtt	4.8 KB
4. (Review) Confidence Intervals.mp4	41.8 MB
4. (Review) Confidence Intervals.vtt	11.8 KB
5. (Review) Gaussian Conjugate Prior.mp4	26.4 MB
5. (Review) Gaussian Conjugate Prior.vtt	6.4 KB
Total files 176