Recommender Systems and Deep Learning in Python

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Videos Files :
1 Introduction.mp4 (21.63 MB)
2 Outline of the course.mp4 (34.19 MB)
3 Where to get the code.mp4 (20.03 MB)
4 How to Succeed in this Course.mp4 (41.15 MB)
81 Anaconda Environment Setup.mp4 (318.49 MB)
82 How to How to install Numpy Theano Tensorflow etc.mp4 (191.16 MB)
83 How to Code by Yourself part 1.mp4 (93.04 MB)
84 How to Code by Yourself part 2.mp4 (28.97 MB)
85 Proof that using Jupyter Notebook is the same as not using it.mp4 (108.07 MB)
86 Python 2 vs Python 3.mp4 (10.25 MB)
87 How to Succeed in this Course Long Version.mp4 (23.31 MB)
88 Is this for Beginners or Experts Academic or Practical Fast or slowpaced.mp4 (59.54 MB)
89 Machine Learning and AI Prerequisite Roadmap pt 1.mp4 (134.46 MB)
90 Machine Learning and AI Prerequisite Roadmap pt 2.mp4 (135.81 MB)
91 What is the Appendix.mp4 (8.82 MB)
92 BONUS.mp4 (37.75 MB)
10 Reddit Should censorship based on politics be allowed.mp4 (28.01 MB)
11 Problems with Average Rating & Explore vs Exploit part 1.mp4 (27.7 MB)
12 Problems with Average Rating & Explore vs Exploit part 2.mp4 (34.26 MB)
13 Bayesian Ranking Beginner Version.mp4 (57.5 MB)
14 Demographics and Supervised Learning.mp4 (52.36 MB)
15 PageRank part 1.mp4 (65.08 MB)
16 PageRank part 2.mp4 (31.33 MB)
17 Evaluating a Ranking.mp4 (17.57 MB)
18 Section Conclusion.mp4 (22.58 MB)
19 Suggestion Box.mp4 (32.47 MB)
5 Section Introduction and Outline.mp4 (27.25 MB)
6 Perspective for this Section.mp4 (9.79 MB)
7 Basic Intuitions.mp4 (20.69 MB)
8 Associations.mp4 (17.74 MB)
9 Hacker News Will you be penalized for talking about the NSA.mp4 (24.44 MB)
20 Collaborative Filtering Section Introduction.mp4 (31.85 MB)
21 UserUser Collaborative Filtering.mp4 (43.03 MB)
22 Collaborative Filtering Exercise Prep.mp4 (23.23 MB)
23 Data Preprocessing.mp4 (125.24 MB)
24 UserUser Collaborative Filtering in Code.mp4 (174.35 MB)
25 ItemItem Collaborative Filtering.mp4 (30.29 MB)
26 ItemItem Collaborative Filtering in Code.mp4 (51.21 MB)
27 Collaborative Filtering Section Conclusion.mp4 (15.1 MB)
28 How do I Choose Which Model to Use.mp4 (8.88 MB)
29 How do I Solve the ColdStart Problem.mp4 (12.08 MB)
30 What if I Dont Like Math or Programming.mp4 (17.3 MB)
31 Matrix Factorization Section Introduction.mp4 (9.12 MB)
32 Matrix Factorization First Steps.mp4 (67.01 MB)
33 Matrix Factorization Training.mp4 (17.58 MB)
34 Matrix Factorization Expanding Our Model.mp4 (21.13 MB)
35 Matrix Factorization Regularization.mp4 (11.75 MB)
36 Matrix Factorization Exercise Prompt.mp4 (2.31 MB)
37 Matrix Factorization in Code.mp4 (40.86 MB)
38 Matrix Factorization in Code Vectorized.mp4 (71.13 MB)
39 SVD Singular Value Decomposition.mp4 (20.5 MB)
40 Probabilistic Matrix Factorization.mp4 (14.02 MB)
41 Bayesian Matrix Factorization.mp4 (11.11 MB)
42 Matrix Factorization in Keras Discussion.mp4 (20.05 MB)
43 Matrix Factorization in Keras Code.mp4 (71.57 MB)
44 Deep Neural Network Discussion.mp4 (10.66 MB)
45 Deep Neural Network Code.mp4 (18.42 MB)
46 Residual Learning Discussion.mp4 (4.6 MB)
47 Residual Learning Code.mp4 (10.52 MB)
48 Autoencoders AutoRec Discussion.mp4 (30.5 MB)
49 Autoencoders AutoRec Code.mp4 (151.75 MB)
50 RBMs for Collaborative Filtering Section Introduction.mp4 (6.39 MB)
51 Intro to RBMs.mp4 (24.57 MB)
52 Motivation Behind RBMs.mp4 (17.61 MB)
53 Intractability.mp4 (6.91 MB)
54 Neural Network Equations.mp4 (19.46 MB)
55 Training an RBM part 1.mp4 (33.87 MB)
56 Training an RBM part 2.mp4 (16.89 MB)
57 Training an RBM part 3 Free Energy.mp4 (14.61 MB)
58 Categorical RBM for Recommender System Ratings.mp4 (28.61 MB)
59 RBM Code pt 1.mp4 (44.9 MB)
60 RBM Code pt 2.mp4 (25.63 MB)
61 RBM Code pt 3.mp4 (140.92 MB)
62 Speeding up the RBM Code.mp4 (93.81 MB)
63 Big Data and Spark Section Introduction.mp4 (21.17 MB)
64 Setting up Spark in your Local Environment.mp4 (21.82 MB)
65 Matrix Factorization in Spark.mp4 (173.26 MB)
66 Spark Submit.mp4 (74.88 MB)
67 Setting up a Spark Cluster on AWS EC2.mp4 (73.4 MB)
68 Making Predictions in the Real World.mp4 (6.91 MB)
69 Review Keras Discussion.mp4 (15.01 MB)
70 Review Keras Neural Network in Code.mp4 (48.96 MB)
71 Review Keras Functional API.mp4 (29.01 MB)
72 Review How to easily convert Keras into Tensorflow 20 code.mp4 (6.17 MB)
73 Review Confidence Intervals.mp4 (30.14 MB)
74 Review Gaussian Conjugate Prior.mp4 (27.8 MB)
75 Bayesian Approach part 0 Preparation.mp4 (35.77 MB)
76 Bayesian Approach part 1 Optional.mp4 (27.91 MB)
77 Optional Bayesian Approach part 2 Sampling and Ranking.mp4 (13.24 MB)
78 Optional Bayesian Approach part 3 Gaussian.mp4 (18.59 MB)
79 Optional Bayesian Approach part 4 Code.mp4 (116.2 MB)
80 Why dont we just use a library.mp4 (15.32 MB)

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