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Udemy - Recommender Systems and Deep Learning in Python (5.2024)
大小 4.01 GB
文件数 94
Info Hash: 29CCAB46C277482240E55B5D6B0A572A87676D75
收录时间 2026-02-04 03:00:11
更新时间 2026-02-04 03:00:11
文件列表 (94)
1 - Welcome/1 - Introduction.mp4
13.19 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
20.2 MB
1 - Welcome/4 - How to Succeed in this Course.mp4
8.95 MB
10 - Setting Up Your Environment FAQ by Student Request/81 - PreInstallation Check.mp4
13.05 MB
10 - Setting Up Your Environment FAQ by Student Request/82 - Anaconda Environment Setup.mp4
319.14 MB
10 - Setting Up Your Environment FAQ by Student Request/83 - How to How to install Numpy Theano Tensorflow etc.mp4
191.72 MB
11 - Extra Help With Python Coding for Beginners FAQ by Student Request/84 - How to Code by Yourself part 1.mp4
93.56 MB
11 - Extra Help With Python Coding for Beginners FAQ by Student Request/85 - How to Code by Yourself part 2.mp4
29.28 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
108.47 MB
11 - Extra Help With Python Coding for Beginners FAQ by Student Request/87 - Python 2 vs Python 3.mp4
10.4 MB
12 - Effective Learning Strategies for Machine Learning FAQ by Student Request/88 - How to Succeed in this Course Long Version.mp4
23.65 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
60.27 MB
12 - Effective Learning Strategies for Machine Learning FAQ by Student Request/90 - Machine Learning and AI Prerequisite Roadmap pt 1.mp4
134.82 MB
12 - Effective Learning Strategies for Machine Learning FAQ by Student Request/91 - Machine Learning and AI Prerequisite Roadmap pt 2.mp4
136.33 MB
13 - Appendix FAQ Finale/92 - What is the Appendix.mp4
8.91 MB
13 - Appendix FAQ Finale/93 - BONUS.mp4
61.05 MB
2 - Simple Recommendation Systems/10 - Reddit Should censorship based on politics be allowed.mp4
28.3 MB
2 - Simple Recommendation Systems/11 - Problems with Average Rating Explore vs Exploit part 1.mp4
28.06 MB
2 - Simple Recommendation Systems/12 - Problems with Average Rating Explore vs Exploit part 2.mp4
34.51 MB
2 - Simple Recommendation Systems/13 - Bayesian Ranking Beginner Version.mp4
58.24 MB
2 - Simple Recommendation Systems/14 - Demographics and Supervised Learning.mp4
52.59 MB
2 - Simple Recommendation Systems/15 - PageRank part 1.mp4
65.45 MB
2 - Simple Recommendation Systems/16 - PageRank part 2.mp4
31.72 MB
2 - Simple Recommendation Systems/17 - Evaluating a Ranking.mp4
17.72 MB
2 - Simple Recommendation Systems/18 - Section Conclusion.mp4
22.72 MB
2 - Simple Recommendation Systems/19 - Suggestion Box.mp4
32.57 MB
2 - Simple Recommendation Systems/5 - Section Introduction and Outline.mp4
17.71 MB
2 - Simple Recommendation Systems/6 - Perspective for this Section.mp4
9.91 MB
2 - Simple Recommendation Systems/7 - Basic Intuitions.mp4
20.86 MB
2 - Simple Recommendation Systems/8 - Associations.mp4
17.89 MB
2 - Simple Recommendation Systems/9 - Hacker News Will you be penalized for talking about the NSA.mp4
24.68 MB
3 - Collaborative Filtering/20 - Collaborative Filtering Section Introduction.mp4
32.23 MB
3 - Collaborative Filtering/21 - UserUser Collaborative Filtering.mp4
43.48 MB
3 - Collaborative Filtering/22 - Collaborative Filtering Exercise Prep.mp4
23.57 MB
3 - Collaborative Filtering/23 - Data Preprocessing.mp4
125.74 MB
3 - Collaborative Filtering/24 - UserUser Collaborative Filtering in Code.mp4
174.87 MB
3 - Collaborative Filtering/25 - ItemItem Collaborative Filtering.mp4
30.59 MB
3 - Collaborative Filtering/26 - ItemItem Collaborative Filtering in Code.mp4
51.44 MB
3 - Collaborative Filtering/27 - Collaborative Filtering Section Conclusion.mp4
15.28 MB
4 - Beginner QA/28 - How do I Choose Which Model to Use.mp4
9.01 MB
4 - Beginner QA/29 - How do I Solve the ColdStart Problem.mp4
12.22 MB
4 - Beginner QA/30 - What if I Dont Like Math or Programming.mp4
17.48 MB
5 - Matrix Factorization and Deep Learning/31 - Matrix Factorization Section Introduction.mp4
9.26 MB
5 - Matrix Factorization and Deep Learning/32 - Matrix Factorization First Steps.mp4
67.52 MB
5 - Matrix Factorization and Deep Learning/33 - Matrix Factorization Training.mp4
17.87 MB
5 - Matrix Factorization and Deep Learning/34 - Matrix Factorization Expanding Our Model.mp4
21.39 MB
5 - Matrix Factorization and Deep Learning/35 - Matrix Factorization Regularization.mp4
11.96 MB
5 - Matrix Factorization and Deep Learning/36 - Matrix Factorization Exercise Prompt.mp4
2.35 MB
5 - Matrix Factorization and Deep Learning/37 - Matrix Factorization in Code.mp4
41.06 MB
5 - Matrix Factorization and Deep Learning/38 - Matrix Factorization in Code Vectorized.mp4
71.46 MB
5 - Matrix Factorization and Deep Learning/39 - SVD Singular Value Decomposition.mp4
20.75 MB
5 - Matrix Factorization and Deep Learning/40 - Probabilistic Matrix Factorization.mp4
14.22 MB
5 - Matrix Factorization and Deep Learning/41 - Bayesian Matrix Factorization.mp4
11.29 MB
5 - Matrix Factorization and Deep Learning/42 - Matrix Factorization in Keras Discussion.mp4
20.29 MB
5 - Matrix Factorization and Deep Learning/43 - Matrix Factorization in Keras Code.mp4
71.81 MB
5 - Matrix Factorization and Deep Learning/44 - Deep Neural Network Discussion.mp4
10.75 MB
5 - Matrix Factorization and Deep Learning/45 - Deep Neural Network Code.mp4
18.5 MB
5 - Matrix Factorization and Deep Learning/46 - Residual Learning Discussion.mp4
4.67 MB
5 - Matrix Factorization and Deep Learning/47 - Residual Learning Code.mp4
10.58 MB
5 - Matrix Factorization and Deep Learning/48 - Autoencoders AutoRec Discussion.mp4
30.83 MB
5 - Matrix Factorization and Deep Learning/49 - Autoencoders AutoRec Code.mp4
152.13 MB
6 - Restricted Boltzmann Machines RBMs for Collaborative Filtering/50 - RBMs for Collaborative Filtering Section Introduction.mp4
6.46 MB
6 - Restricted Boltzmann Machines RBMs for Collaborative Filtering/51 - Intro to RBMs.mp4
24.84 MB
6 - Restricted Boltzmann Machines RBMs for Collaborative Filtering/52 - Motivation Behind RBMs.mp4
17.83 MB
6 - Restricted Boltzmann Machines RBMs for Collaborative Filtering/53 - Intractability.mp4
7.02 MB
6 - Restricted Boltzmann Machines RBMs for Collaborative Filtering/54 - Neural Network Equations.mp4
19.71 MB
6 - Restricted Boltzmann Machines RBMs for Collaborative Filtering/55 - Training an RBM part 1.mp4
34.25 MB
6 - Restricted Boltzmann Machines RBMs for Collaborative Filtering/56 - Training an RBM part 2.mp4
17.09 MB
6 - Restricted Boltzmann Machines RBMs for Collaborative Filtering/57 - Training an RBM part 3 Free Energy.mp4
14.85 MB
6 - Restricted Boltzmann Machines RBMs for Collaborative Filtering/58 - Categorical RBM for Recommender System Ratings.mp4
28.98 MB
6 - Restricted Boltzmann Machines RBMs for Collaborative Filtering/59 - RBM Code pt 1.mp4
45.14 MB
6 - Restricted Boltzmann Machines RBMs for Collaborative Filtering/60 - RBM Code pt 2.mp4
25.76 MB
6 - Restricted Boltzmann Machines RBMs for Collaborative Filtering/61 - RBM Code pt 3.mp4
141.3 MB
6 - Restricted Boltzmann Machines RBMs for Collaborative Filtering/62 - Speeding up the RBM Code.mp4
94.07 MB
7 - Big Data Matrix Factorization with Spark Cluster on AWS EC2/63 - Big Data and Spark Section Introduction.mp4
21.41 MB
7 - Big Data Matrix Factorization with Spark Cluster on AWS EC2/64 - Setting up Spark in your Local Environment.mp4
22.06 MB
7 - Big Data Matrix Factorization with Spark Cluster on AWS EC2/65 - Matrix Factorization in Spark.mp4
173.59 MB
7 - Big Data Matrix Factorization with Spark Cluster on AWS EC2/66 - Spark Submit.mp4
75.08 MB
7 - Big Data Matrix Factorization with Spark Cluster on AWS EC2/67 - Setting up a Spark Cluster on AWS EC2.mp4
73.81 MB
7 - Big Data Matrix Factorization with Spark Cluster on AWS EC2/68 - Making Predictions in the Real World.mp4
6.99 MB
8 - Basics Review/69 - Review Keras Discussion.mp4
15.24 MB
8 - Basics Review/70 - Review Keras Neural Network in Code.mp4
49.18 MB
8 - Basics Review/71 - Review Keras Functional API.mp4
29.15 MB
8 - Basics Review/72 - Review How to easily convert Keras into Tensorflow 20 code.mp4
6.23 MB
8 - Basics Review/73 - Review Confidence Intervals.mp4
30.47 MB
8 - Basics Review/74 - Review Gaussian Conjugate Prior.mp4
27.98 MB
9 - Bayesian Ranking Scary Version/75 - Bayesian Approach part 0 Preparation.mp4
36.16 MB
9 - Bayesian Ranking Scary Version/76 - Bayesian Approach part 1 Optional.mp4
28.27 MB
9 - Bayesian Ranking Scary Version/77 - Optional Bayesian Approach part 2 Sampling and Ranking.mp4
13.44 MB
9 - Bayesian Ranking Scary Version/78 - Optional Bayesian Approach part 3 Gaussian.mp4
18.86 MB
9 - Bayesian Ranking Scary Version/79 - Optional Bayesian Approach part 4 Code.mp4
116.59 MB
9 - Bayesian Ranking Scary Version/80 - Why dont we just use a library.mp4
15.5 MB
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