4.01 GB | 20min 20s | mp4 | 1920X1080 | 16:9
Genre:eLearning |Language:English
Files Included :
1 - Introduction.mp4 (13.19 MB)
2 - Outline of the course.mp4 (26 MB)
3 - Where to get the code.mp4 (20.2 MB)
4 - How to Succeed in this Course.mp4 (8.95 MB)
5 - Section Introduction and Outline.mp4 (17.71 MB)
6 - Perspective for this Section.mp4 (9.91 MB)
7 - Basic Intuitions.mp4 (20.86 MB)
8 - Associations.mp4 (17.89 MB)
9 - Hacker News Will you be penalized for talking about the NSA.mp4 (24.68 MB)
10 - Reddit Should censorship based on politics be allowed.mp4 (28.3 MB)
11 - Problems with Average Rating Explore vs Exploit part 1.mp4 (28.06 MB)
12 - Problems with Average Rating Explore vs Exploit part 2.mp4 (34.51 MB)
13 - Bayesian Ranking Beginner Version.mp4 (58.24 MB)
14 - Demographics and Supervised Learning.mp4 (52.59 MB)
15 - PageRank part 1.mp4 (65.45 MB)
16 - PageRank part 2.mp4 (31.72 MB)
17 - Evaluating a Ranking.mp4 (17.72 MB)
18 - Section Conclusion.mp4 (22.72 MB)
19 - Suggestion Box.mp4 (32.57 MB)
20 - Collaborative Filtering Section Introduction.mp4 (32.23 MB)
21 - UserUser Collaborative Filtering.mp4 (43.48 MB)
22 - Collaborative Filtering Exercise Prep.mp4 (23.57 MB)
23 - Data Preprocessing.mp4 (125.74 MB)
24 - UserUser Collaborative Filtering in Code.mp4 (174.87 MB)
25 - ItemItem Collaborative Filtering.mp4 (30.59 MB)
26 - ItemItem Collaborative Filtering in Code.mp4 (51.44 MB)
27 - Collaborative Filtering Section Conclusion.mp4 (15.28 MB)
28 - How do I Choose Which Model to Use.mp4 (9.01 MB)
29 - How do I Solve the ColdStart Problem.mp4 (12.22 MB)
30 - What if I Dont Like Math or Programming.mp4 (17.48 MB)
31 - Matrix Factorization Section Introduction.mp4 (9.26 MB)
32 - Matrix Factorization First Steps.mp4 (67.52 MB)
33 - Matrix Factorization Training.mp4 (17.87 MB)
34 - Matrix Factorization Expanding Our Model.mp4 (21.39 MB)
35 - Matrix Factorization Regularization.mp4 (11.96 MB)
36 - Matrix Factorization Exercise Prompt.mp4 (2.35 MB)
37 - Matrix Factorization in Code.mp4 (41.06 MB)
38 - Matrix Factorization in Code Vectorized.mp4 (71.46 MB)
39 - SVD Singular Value Decomposition.mp4 (20.75 MB)
40 - Probabilistic Matrix Factorization.mp4 (14.22 MB)
41 - Bayesian Matrix Factorization.mp4 (11.29 MB)
42 - Matrix Factorization in Keras Discussion.mp4 (20.29 MB)
43 - Matrix Factorization in Keras Code.mp4 (71.81 MB)
44 - Deep Neural Network Discussion.mp4 (10.75 MB)
45 - Deep Neural Network Code.mp4 (18.5 MB)
46 - Residual Learning Discussion.mp4 (4.67 MB)
47 - Residual Learning Code.mp4 (10.58 MB)
48 - Autoencoders AutoRec Discussion.mp4 (30.83 MB)
49 - Autoencoders AutoRec Code.mp4 (152.13 MB)
50 - RBMs for Collaborative Filtering Section Introduction.mp4 (6.46 MB)
51 - Intro to RBMs.mp4 (24.84 MB)
52 - Motivation Behind RBMs.mp4 (17.83 MB)
53 - Intractability.mp4 (7.02 MB)
54 - Neural Network Equations.mp4 (19.71 MB)
55 - Training an RBM part 1.mp4 (34.25 MB)
56 - Training an RBM part 2.mp4 (17.09 MB)
57 - Training an RBM part 3 Free Energy.mp4 (14.85 MB)
58 - Categorical RBM for Recommender System Ratings.mp4 (28.98 MB)
59 - RBM Code pt 1.mp4 (45.14 MB)
60 - RBM Code pt 2.mp4 (25.76 MB)
61 - RBM Code pt 3.mp4 (141.3 MB)
62 - Speeding up the RBM Code.mp4 (94.07 MB)
63 - Big Data and Spark Section Introduction.mp4 (21.41 MB)
64 - Setting up Spark in your Local Environment.mp4 (22.06 MB)
65 - Matrix Factorization in Spark.mp4 (173.59 MB)
66 - Spark Submit.mp4 (75.08 MB)
67 - Setting up a Spark Cluster on AWS EC2.mp4 (73.81 MB)
68 - Making Predictions in the Real World.mp4 (6.99 MB)
69 - Review Keras Discussion.mp4 (15.24 MB)
70 - Review Keras Neural Network in Code.mp4 (49.18 MB)
71 - Review Keras Functional API.mp4 (29.15 MB)
72 - Review How to easily convert Keras into Tensorflow 20 code.mp4 (6.23 MB)
73 - Review Confidence Intervals.mp4 (30.47 MB)
74 - Review Gaussian Conjugate Prior.mp4 (27.98 MB)
75 - Bayesian Approach part 0 Preparation.mp4 (36.16 MB)
76 - Bayesian Approach part 1 Optional.mp4 (28.27 MB)
77 - Optional Bayesian Approach part 2 Sampling and Ranking.mp4 (13.44 MB)
78 - Optional Bayesian Approach part 3 Gaussian.mp4 (18.86 MB)
79 - Optional Bayesian Approach part 4 Code.mp4 (116.59 MB)
80 - Why dont we just use a library.mp4 (15.5 MB)
81 - PreInstallation Check.mp4 (13.05 MB)
82 - Anaconda Environment Setup.mp4 (319.14 MB)
83 - How to How to install Numpy Theano Tensorflow etc.mp4 (191.72 MB)
84 - How to Code by Yourself part 1.mp4 (93.56 MB)
85 - How to Code by Yourself part 2.mp4 (29.28 MB)
86 - Proof that using Jupyter Notebook is the same as not using it.mp4 (108.47 MB)
87 - Python 2 vs Python 3.mp4 (10.4 MB)
88 - How to Succeed in this Course Long Version.mp4 (23.65 MB)
89 - Is this for Beginners or Experts Academic or Practical Fast or slowpaced.mp4 (60.27 MB)
90 - Machine Learning and AI Prerequisite Roadmap pt 1.mp4 (134.82 MB)
91 - Machine Learning and AI Prerequisite Roadmap pt 2.mp4 (136.33 MB)
92 - What is the Appendix.mp4 (8.91 MB)
93 - BONUS.mp4 (61.05 MB)]
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