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Udemy - Bayesian Machine Learning in Python AB Testing (1.2025)

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File Name
Size
01. Introduction and Outline/1. What's this course all about.mp4
7.8 MB
01. Introduction and Outline/1. What's this course all about.vtt
5.2 kB
01. Introduction and Outline/2. Where to get the code for this course.mp4
15 MB
01. Introduction and Outline/2. Where to get the code for this course.vtt
15 kB
01. Introduction and Outline/3. How to succeed in this course.mp4
5.0 MB
01. Introduction and Outline/3. How to succeed in this course.vtt
3.9 kB
02. The High-Level Picture/1. Real-World Examples of AB Testing.mp4
13 MB
02. The High-Level Picture/1. Real-World Examples of AB Testing.vtt
8.4 kB
02. The High-Level Picture/2. What is Bayesian Machine Learning.mp4
20 MB
02. The High-Level Picture/2. What is Bayesian Machine Learning.vtt
14 kB
03. Bayes Rule and Probability Review/1. Review Section Introduction.mp4
2.6 MB
03. Bayes Rule and Probability Review/1. Review Section Introduction.vtt
1.5 kB
03. Bayes Rule and Probability Review/10. CDFs and Percentiles.mp4
16 MB
03. Bayes Rule and Probability Review/10. CDFs and Percentiles.vtt
10 kB
03. Bayes Rule and Probability Review/11. Probability Review in Code.mp4
24 MB
03. Bayes Rule and Probability Review/11. Probability Review in Code.vtt
11 kB
03. Bayes Rule and Probability Review/12. Probability Review Section Summary.mp4
10 MB
03. Bayes Rule and Probability Review/12. Probability Review Section Summary.vtt
6.4 kB
03. Bayes Rule and Probability Review/13. Beginners Fix Your Understanding of Statistics vs Machine Learning.mp4
14 MB
03. Bayes Rule and Probability Review/13. Beginners Fix Your Understanding of Statistics vs Machine Learning.vtt
8.2 kB
03. Bayes Rule and Probability Review/14. Suggestion Box.mp4
23 MB
03. Bayes Rule and Probability Review/14. Suggestion Box.vtt
4.1 kB
03. Bayes Rule and Probability Review/2. Probability and Bayes' Rule Review.mp4
8.9 MB
03. Bayes Rule and Probability Review/2. Probability and Bayes' Rule Review.vtt
5.8 kB
03. Bayes Rule and Probability Review/3. Calculating Probabilities - Practice.mp4
21 MB
03. Bayes Rule and Probability Review/3. Calculating Probabilities - Practice.vtt
12 kB
03. Bayes Rule and Probability Review/4. The Gambler.mp4
11 MB
03. Bayes Rule and Probability Review/4. The Gambler.vtt
6.5 kB
03. Bayes Rule and Probability Review/5. The Monty Hall Problem.mp4
12 MB
03. Bayes Rule and Probability Review/5. The Monty Hall Problem.vtt
8.4 kB
03. Bayes Rule and Probability Review/6. Maximum Likelihood Estimation - Bernoulli.mp4
19 MB
03. Bayes Rule and Probability Review/6. Maximum Likelihood Estimation - Bernoulli.vtt
13 kB
03. Bayes Rule and Probability Review/7. Click-Through Rates (CTR).mp4
4.0 MB
03. Bayes Rule and Probability Review/7. Click-Through Rates (CTR).vtt
2.3 kB
03. Bayes Rule and Probability Review/8. Maximum Likelihood Estimation - Gaussian (pt 1).mp4
17 MB
03. Bayes Rule and Probability Review/8. Maximum Likelihood Estimation - Gaussian (pt 1).vtt
11 kB
03. Bayes Rule and Probability Review/9. Maximum Likelihood Estimation - Gaussian (pt 2).mp4
14 MB
03. Bayes Rule and Probability Review/9. Maximum Likelihood Estimation - Gaussian (pt 2).vtt
9.2 kB
04. Traditional AB Testing/1. Confidence Intervals (pt 1) - Intuition.mp4
8.4 MB
04. Traditional AB Testing/1. Confidence Intervals (pt 1) - Intuition.vtt
5.5 kB
04. Traditional AB Testing/10. Hypothesis Testing - Accept Or Reject.mp4
5.1 MB
04. Traditional AB Testing/10. Hypothesis Testing - Accept Or Reject.vtt
2.6 kB
04. Traditional AB Testing/11. Hypothesis Testing - Further Examples.mp4
10 MB
04. Traditional AB Testing/11. Hypothesis Testing - Further Examples.vtt
5.7 kB
04. Traditional AB Testing/12. Z-Test Theory (pt 1).mp4
16 MB
04. Traditional AB Testing/12. Z-Test Theory (pt 1).vtt
9.2 kB
04. Traditional AB Testing/13. Z-Test Theory (pt 2).mp4
13 MB
04. Traditional AB Testing/13. Z-Test Theory (pt 2).vtt
9.0 kB
04. Traditional AB Testing/14. Z-Test Code (pt 1).mp4
52 MB
04. Traditional AB Testing/14. Z-Test Code (pt 1).vtt
14 kB
04. Traditional AB Testing/15. Z-Test Code (pt 2).mp4
21 MB
04. Traditional AB Testing/15. Z-Test Code (pt 2).vtt
5.7 kB
04. Traditional AB Testing/16. AB Test Exercise.mp4
6.4 MB
04. Traditional AB Testing/16. AB Test Exercise.vtt
4.5 kB
04. Traditional AB Testing/17. Classical AB Testing Section Summary.mp4
19 MB
04. Traditional AB Testing/17. Classical AB Testing Section Summary.vtt
12 kB
04. Traditional AB Testing/2. Confidence Intervals (pt 2) - Beginner Level.mp4
8.3 MB
04. Traditional AB Testing/2. Confidence Intervals (pt 2) - Beginner Level.vtt
5.2 kB
04. Traditional AB Testing/3. Confidence Intervals (pt 3) - Intermediate Level.mp4
15 MB
04. Traditional AB Testing/3. Confidence Intervals (pt 3) - Intermediate Level.vtt
11 kB
04. Traditional AB Testing/4. Confidence Intervals (pt 4) - Intermediate Level.mp4
18 MB
04. Traditional AB Testing/4. Confidence Intervals (pt 4) - Intermediate Level.vtt
12 kB
04. Traditional AB Testing/5. Confidence Intervals (pt 5) - Intermediate Level.mp4
16 MB
04. Traditional AB Testing/5. Confidence Intervals (pt 5) - Intermediate Level.vtt
11 kB
04. Traditional AB Testing/6. Confidence Intervals Code.mp4
20 MB
04. Traditional AB Testing/6. Confidence Intervals Code.vtt
6.5 kB
04. Traditional AB Testing/7. Hypothesis Testing - Examples.mp4
14 MB
04. Traditional AB Testing/7. Hypothesis Testing - Examples.vtt
8.4 kB
04. Traditional AB Testing/8. Statistical Significance.mp4
9.9 MB
04. Traditional AB Testing/8. Statistical Significance.vtt
6.2 kB
04. Traditional AB Testing/9. Hypothesis Testing - The API Approach.mp4
19 MB
04. Traditional AB Testing/9. Hypothesis Testing - The API Approach.vtt
10 kB
05. Bayesian AB Testing/1. Section Introduction The Explore-Exploit Dilemma.mp4
21 MB
05. Bayesian AB Testing/1. Section Introduction The Explore-Exploit Dilemma.vtt
12 kB
05. Bayesian AB Testing/10. Optimistic Initial Values Beginner's Exercise Prompt.mp4
6.6 MB
05. Bayesian AB Testing/10. Optimistic Initial Values Beginner's Exercise Prompt.vtt
2.6 kB
05. Bayesian AB Testing/11. Optimistic Initial Values Code.mp4
10 MB
05. Bayesian AB Testing/11. Optimistic Initial Values Code.vtt
4.5 kB
05. Bayesian AB Testing/12. UCB1 Theory.mp4
25 MB
05. Bayesian AB Testing/12. UCB1 Theory.vtt
18 kB
05. Bayesian AB Testing/13. UCB1 Beginner's Exercise Prompt.mp4
5.5 MB
05. Bayesian AB Testing/13. UCB1 Beginner's Exercise Prompt.vtt
2.4 kB
05. Bayesian AB Testing/14. UCB1 Code.mp4
10 MB
05. Bayesian AB Testing/14. UCB1 Code.vtt
3.4 kB
05. Bayesian AB Testing/15. Bayesian Bandits Thompson Sampling Theory (pt 1).mp4
24 MB
05. Bayesian AB Testing/15. Bayesian Bandits Thompson Sampling Theory (pt 1).vtt
15 kB
05. Bayesian AB Testing/16. Bayesian Bandits Thompson Sampling Theory (pt 2).mp4
32 MB
05. Bayesian AB Testing/16. Bayesian Bandits Thompson Sampling Theory (pt 2).vtt
21 kB
05. Bayesian AB Testing/17. Thompson Sampling Beginner's Exercise Prompt.mp4
10 MB
05. Bayesian AB Testing/17. Thompson Sampling Beginner's Exercise Prompt.vtt
3.1 kB
05. Bayesian AB Testing/18. Thompson Sampling Code.mp4
17 MB
05. Bayesian AB Testing/18. Thompson Sampling Code.vtt
5.0 kB
05. Bayesian AB Testing/19. Thompson Sampling With Gaussian Reward Theory.mp4
34 MB
05. Bayesian AB Testing/19. Thompson Sampling With Gaussian Reward Theory.vtt
13 kB
05. Bayesian AB Testing/2. Applications of the Explore-Exploit Dilemma.mp4
47 MB
05. Bayesian AB Testing/2. Applications of the Explore-Exploit Dilemma.vtt
9.3 kB
05. Bayesian AB Testing/20. Thompson Sampling With Gaussian Reward Code.mp4
23 MB
05. Bayesian AB Testing/20. Thompson Sampling With Gaussian Reward Code.vtt
6.5 kB
05. Bayesian AB Testing/21. Exercise on Gaussian Rewards.mp4
2.6 MB
05. Bayesian AB Testing/21. Exercise on Gaussian Rewards.vtt
1.4 kB
05. Bayesian AB Testing/22. Why don't we just use a library.mp4
11 MB
05. Bayesian AB Testing/22. Why don't we just use a library.vtt
6.8 kB
05. Bayesian AB Testing/23. Nonstationary Bandits.mp4
13 MB
05. Bayesian AB Testing/23. Nonstationary Bandits.vtt
8.6 kB
05. Bayesian AB Testing/24. Bandit Summary, Real Data, and Online Learning.mp4
12 MB
05. Bayesian AB Testing/24. Bandit Summary, Real Data, and Online Learning.vtt
7.5 kB
05. Bayesian AB Testing/25. (Optional) Alternative Bandit Designs.mp4
24 MB
05. Bayesian AB Testing/25. (Optional) Alternative Bandit Designs.vtt
13 kB
05. Bayesian AB Testing/3. Epsilon-Greedy Theory.mp4
12 MB
05. Bayesian AB Testing/3. Epsilon-Greedy Theory.vtt
8.3 kB
05. Bayesian AB Testing/4. Calculating a Sample Mean (pt 1).mp4
9.8 MB
05. Bayesian AB Testing/4. Calculating a Sample Mean (pt 1).vtt
6.7 kB
05. Bayesian AB Testing/5. Epsilon-Greedy Beginner's Exercise Prompt.mp4
14 MB
05. Bayesian AB Testing/5. Epsilon-Greedy Beginner's Exercise Prompt.vtt
5.7 kB
05. Bayesian AB Testing/6. Designing Your Bandit Program.mp4
11 MB
05. Bayesian AB Testing/6. Designing Your Bandit Program.vtt
4.9 kB
05. Bayesian AB Testing/7. Epsilon-Greedy in Code.mp4
21 MB
05. Bayesian AB Testing/7. Epsilon-Greedy in Code.vtt
7.5 kB
05. Bayesian AB Testing/8. Comparing Different Epsilons.mp4
20 MB
05. Bayesian AB Testing/8. Comparing Different Epsilons.vtt
5.9 kB
05. Bayesian AB Testing/9. Optimistic Initial Values Theory.mp4
9.9 MB
05. Bayesian AB Testing/9. Optimistic Initial Values Theory.vtt
6.4 kB
06. Bayesian AB Testing Extension/1. More about the Explore-Exploit Dilemma.mp4
16 MB
06. Bayesian AB Testing Extension/1. More about the Explore-Exploit Dilemma.vtt
8.8 kB
06. Bayesian AB Testing Extension/2. Confidence Interval Approximation vs. Beta Posterior.mp4
12 MB
06. Bayesian AB Testing Extension/2. Confidence Interval Approximation vs. Beta Posterior.vtt
4.3 kB
06. Bayesian AB Testing Extension/3. Adaptive Ad Server Exercise.mp4
8.2 MB
06. Bayesian AB Testing Extension/3. Adaptive Ad Server Exercise.vtt
6.6 kB
07. Practice Makes Perfect/1. Intro to Exercises on Conjugate Priors.mp4
12 MB
07. Practice Makes Perfect/1. Intro to Exercises on Conjugate Priors.vtt
6.9 kB
07. Practice Makes Perfect/2. Exercise Die Roll.mp4
4.4 MB
07. Practice Makes Perfect/2. Exercise Die Roll.vtt
2.9 kB
07. Practice Makes Perfect/3. The most important quiz of all - Obtaining an infinite amount of practice.mp4
34 MB
07. Practice Makes Perfect/3. The most important quiz of all - Obtaining an infinite amount of practice.vtt
11 kB
08. Setting Up Your Environment (FAQ by Student Request)/1. Pre-Installation Check.mp4
8.9 MB
08. Setting Up Your Environment (FAQ by Student Request)/1. Pre-Installation Check.vtt
5.7 kB
08. Setting Up Your Environment (FAQ by Student Request)/2. Anaconda Environment Setup.mp4
168 MB
08. Setting Up Your Environment (FAQ by Student Request)/2. Anaconda Environment Setup.vtt
18 kB
08. Setting Up Your Environment (FAQ by Student Request)/3. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4
109 MB
08. Setting Up Your Environment (FAQ by Student Request)/3. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.vtt
13 kB
09. Extra Help With Python Coding for Beginners (FAQ by Student Request)/1. How to Code by Yourself (part 1).mp4
56 MB
09. Extra Help With Python Coding for Beginners (FAQ by Student Request)/1. How to Code by Yourself (part 1).vtt
20 kB
09. Extra Help With Python Coding for Beginners (FAQ by Student Request)/2. How to Code by Yourself (part 2).mp4
21 MB
09. Extra Help With Python Coding for Beginners (FAQ by Student Request)/2. How to Code by Yourself (part 2).vtt
12 kB
09. Extra Help With Python Coding for Beginners (FAQ by Student Request)/3. Proof that using Jupyter Notebook is the same as not using it.mp4
64 MB
09. Extra Help With Python Coding for Beginners (FAQ by Student Request)/3. Proof that using Jupyter Notebook is the same as not using it.vtt
13 kB
09. Extra Help With Python Coding for Beginners (FAQ by Student Request)/4. Python 2 vs Python 3.mp4
7.6 MB
09. Extra Help With Python Coding for Beginners (FAQ by Student Request)/4. Python 2 vs Python 3.vtt
5.5 kB
10. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/1. How to Succeed in this Course (Long Version).mp4
17 MB
10. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/1. How to Succeed in this Course (Long Version).vtt
13 kB
10. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/2. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4
42 MB
10. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/2. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.vtt
28 kB
10. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/3. Machine Learning and AI Prerequisite Roadmap (pt 1).mp4
68 MB
10. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/3. Machine Learning and AI Prerequisite Roadmap (pt 1).vtt
15 kB
10. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/4. Machine Learning and AI Prerequisite Roadmap (pt 2).mp4
81 MB
10. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/4. Machine Learning and AI Prerequisite Roadmap (pt 2).vtt
21 kB
11. Appendix FAQ Finale/1. What is the Appendix.mp4
6.1 MB
11. Appendix FAQ Finale/1. What is the Appendix.vtt
3.3 kB
11. Appendix FAQ Finale/2. BONUS.mp4
28 MB
11. Appendix FAQ Finale/2. BONUS.vtt
7.1 kB