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Udemy - Recommender Systems and Deep Learning in Python (5.2024)

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File Name
Size
1 - Welcome/1 - Introduction.mp4
13 MB
1 - Welcome/2 - Outline of the course.mp4
26 MB
1 - Welcome/3 - Github Link.txt
59 B
1 - Welcome/3 - Where to get the code.mp4
20 MB
1 - Welcome/4 - How to Succeed in this Course.mp4
9.0 MB
10 - Setting Up Your Environment FAQ by Student Request/81 - PreInstallation Check.mp4
13 MB
10 - Setting Up Your Environment FAQ by Student Request/82 - Anaconda Environment Setup.mp4
319 MB
10 - Setting Up Your Environment FAQ by Student Request/83 - How to How to install Numpy Theano Tensorflow etc.mp4
192 MB
11 - Extra Help With Python Coding for Beginners FAQ by Student Request/84 - How to Code by Yourself part 1.mp4
94 MB
11 - Extra Help With Python Coding for Beginners FAQ by Student Request/85 - How to Code by Yourself part 2.mp4
29 MB
11 - Extra Help With Python Coding for Beginners FAQ by Student Request/86 - Proof that using Jupyter Notebook is the same as not using it.mp4
108 MB
11 - Extra Help With Python Coding for Beginners FAQ by Student Request/87 - Python 2 vs Python 3.mp4
10 MB
12 - Effective Learning Strategies for Machine Learning FAQ by Student Request/88 - How to Succeed in this Course Long Version.mp4
24 MB
12 - Effective Learning Strategies for Machine Learning FAQ by Student Request/89 - Is this for Beginners or Experts Academic or Practical Fast or slowpaced.mp4
60 MB
12 - Effective Learning Strategies for Machine Learning FAQ by Student Request/90 - Machine Learning and AI Prerequisite Roadmap pt 1.mp4
135 MB
12 - Effective Learning Strategies for Machine Learning FAQ by Student Request/91 - Machine Learning and AI Prerequisite Roadmap pt 2.mp4
136 MB
13 - Appendix FAQ Finale/92 - What is the Appendix.mp4
8.9 MB
13 - Appendix FAQ Finale/93 - BONUS.mp4
61 MB
2 - Simple Recommendation Systems/10 - Reddit Should censorship based on politics be allowed.mp4
28 MB
2 - Simple Recommendation Systems/11 - Problems with Average Rating Explore vs Exploit part 1.mp4
28 MB
2 - Simple Recommendation Systems/12 - Problems with Average Rating Explore vs Exploit part 2.mp4
34 MB
2 - Simple Recommendation Systems/13 - Bayesian Ranking Beginner Version.mp4
58 MB
2 - Simple Recommendation Systems/14 - Demographics and Supervised Learning.mp4
53 MB
2 - Simple Recommendation Systems/15 - PageRank part 1.mp4
65 MB
2 - Simple Recommendation Systems/16 - PageRank part 2.mp4
32 MB
2 - Simple Recommendation Systems/17 - Evaluating a Ranking.mp4
18 MB
2 - Simple Recommendation Systems/18 - Section Conclusion.mp4
23 MB
2 - Simple Recommendation Systems/19 - Suggestion Box.mp4
33 MB
2 - Simple Recommendation Systems/5 - Section Introduction and Outline.mp4
18 MB
2 - Simple Recommendation Systems/6 - Perspective for this Section.mp4
9.9 MB
2 - Simple Recommendation Systems/7 - Basic Intuitions.mp4
21 MB
2 - Simple Recommendation Systems/8 - Associations.mp4
18 MB
2 - Simple Recommendation Systems/9 - Hacker News Will you be penalized for talking about the NSA.mp4
25 MB
3 - Collaborative Filtering/20 - Collaborative Filtering Section Introduction.mp4
32 MB
3 - Collaborative Filtering/21 - UserUser Collaborative Filtering.mp4
44 MB
3 - Collaborative Filtering/22 - Collaborative Filtering Exercise Prep.mp4
24 MB
3 - Collaborative Filtering/23 - Data Preprocessing.mp4
126 MB
3 - Collaborative Filtering/24 - UserUser Collaborative Filtering in Code.mp4
175 MB
3 - Collaborative Filtering/25 - ItemItem Collaborative Filtering.mp4
31 MB
3 - Collaborative Filtering/26 - ItemItem Collaborative Filtering in Code.mp4
51 MB
3 - Collaborative Filtering/27 - Collaborative Filtering Section Conclusion.mp4
15 MB
4 - Beginner QA/28 - How do I Choose Which Model to Use.mp4
9.0 MB
4 - Beginner QA/29 - How do I Solve the ColdStart Problem.mp4
12 MB
4 - Beginner QA/30 - What if I Dont Like Math or Programming.mp4
18 MB
5 - Matrix Factorization and Deep Learning/31 - Matrix Factorization Section Introduction.mp4
9.3 MB
5 - Matrix Factorization and Deep Learning/32 - Matrix Factorization First Steps.mp4
68 MB
5 - Matrix Factorization and Deep Learning/33 - Matrix Factorization Training.mp4
18 MB
5 - Matrix Factorization and Deep Learning/34 - Matrix Factorization Expanding Our Model.mp4
21 MB
5 - Matrix Factorization and Deep Learning/35 - Matrix Factorization Regularization.mp4
12 MB
5 - Matrix Factorization and Deep Learning/36 - Matrix Factorization Exercise Prompt.mp4
2.4 MB
5 - Matrix Factorization and Deep Learning/37 - Matrix Factorization in Code.mp4
41 MB
5 - Matrix Factorization and Deep Learning/38 - Matrix Factorization in Code Vectorized.mp4
72 MB
5 - Matrix Factorization and Deep Learning/39 - SVD Singular Value Decomposition.mp4
21 MB
5 - Matrix Factorization and Deep Learning/40 - Probabilistic Matrix Factorization.mp4
14 MB
5 - Matrix Factorization and Deep Learning/41 - Bayesian Matrix Factorization.mp4
11 MB
5 - Matrix Factorization and Deep Learning/42 - Matrix Factorization in Keras Discussion.mp4
20 MB
5 - Matrix Factorization and Deep Learning/43 - Matrix Factorization in Keras Code.mp4
72 MB
5 - Matrix Factorization and Deep Learning/44 - Deep Neural Network Discussion.mp4
11 MB
5 - Matrix Factorization and Deep Learning/45 - Deep Neural Network Code.mp4
18 MB
5 - Matrix Factorization and Deep Learning/46 - Residual Learning Discussion.mp4
4.7 MB
5 - Matrix Factorization and Deep Learning/47 - Residual Learning Code.mp4
11 MB
5 - Matrix Factorization and Deep Learning/48 - Autoencoders AutoRec Discussion.mp4
31 MB
5 - Matrix Factorization and Deep Learning/49 - Autoencoders AutoRec Code.mp4
152 MB
6 - Restricted Boltzmann Machines RBMs for Collaborative Filtering/50 - RBMs for Collaborative Filtering Section Introduction.mp4
6.5 MB
6 - Restricted Boltzmann Machines RBMs for Collaborative Filtering/51 - Intro to RBMs.mp4
25 MB
6 - Restricted Boltzmann Machines RBMs for Collaborative Filtering/52 - Motivation Behind RBMs.mp4
18 MB
6 - Restricted Boltzmann Machines RBMs for Collaborative Filtering/53 - Intractability.mp4
7.0 MB
6 - Restricted Boltzmann Machines RBMs for Collaborative Filtering/54 - Neural Network Equations.mp4
20 MB
6 - Restricted Boltzmann Machines RBMs for Collaborative Filtering/55 - Training an RBM part 1.mp4
34 MB
6 - Restricted Boltzmann Machines RBMs for Collaborative Filtering/56 - Training an RBM part 2.mp4
17 MB
6 - Restricted Boltzmann Machines RBMs for Collaborative Filtering/57 - Training an RBM part 3 Free Energy.mp4
15 MB
6 - Restricted Boltzmann Machines RBMs for Collaborative Filtering/58 - Categorical RBM for Recommender System Ratings.mp4
29 MB
6 - Restricted Boltzmann Machines RBMs for Collaborative Filtering/59 - RBM Code pt 1.mp4
45 MB
6 - Restricted Boltzmann Machines RBMs for Collaborative Filtering/60 - RBM Code pt 2.mp4
26 MB
6 - Restricted Boltzmann Machines RBMs for Collaborative Filtering/61 - RBM Code pt 3.mp4
141 MB
6 - Restricted Boltzmann Machines RBMs for Collaborative Filtering/62 - Speeding up the RBM Code.mp4
94 MB
7 - Big Data Matrix Factorization with Spark Cluster on AWS EC2/63 - Big Data and Spark Section Introduction.mp4
21 MB
7 - Big Data Matrix Factorization with Spark Cluster on AWS EC2/64 - Setting up Spark in your Local Environment.mp4
22 MB
7 - Big Data Matrix Factorization with Spark Cluster on AWS EC2/65 - Matrix Factorization in Spark.mp4
174 MB
7 - Big Data Matrix Factorization with Spark Cluster on AWS EC2/66 - Spark Submit.mp4
75 MB
7 - Big Data Matrix Factorization with Spark Cluster on AWS EC2/67 - Setting up a Spark Cluster on AWS EC2.mp4
74 MB
7 - Big Data Matrix Factorization with Spark Cluster on AWS EC2/68 - Making Predictions in the Real World.mp4
7.0 MB
8 - Basics Review/69 - Review Keras Discussion.mp4
15 MB
8 - Basics Review/70 - Review Keras Neural Network in Code.mp4
49 MB
8 - Basics Review/71 - Review Keras Functional API.mp4
29 MB
8 - Basics Review/72 - Review How to easily convert Keras into Tensorflow 20 code.mp4
6.2 MB
8 - Basics Review/73 - Review Confidence Intervals.mp4
30 MB
8 - Basics Review/74 - Review Gaussian Conjugate Prior.mp4
28 MB
9 - Bayesian Ranking Scary Version/75 - Bayesian Approach part 0 Preparation.mp4
36 MB
9 - Bayesian Ranking Scary Version/76 - Bayesian Approach part 1 Optional.mp4
28 MB
9 - Bayesian Ranking Scary Version/77 - Optional Bayesian Approach part 2 Sampling and Ranking.mp4
13 MB
9 - Bayesian Ranking Scary Version/78 - Optional Bayesian Approach part 3 Gaussian.mp4
19 MB
9 - Bayesian Ranking Scary Version/79 - Optional Bayesian Approach part 4 Code.mp4
117 MB
9 - Bayesian Ranking Scary Version/80 - Why dont we just use a library.mp4
16 MB