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

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

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种子哈希：8ef7e49c122b6894b1d1e097c6b239368f3f202a
文件大小： 1.68G
已经下载：263次
下载速度：极快
收录时间：2025-07-04
最近下载：2025-07-23

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文件列表

  • 08. Setting Up Your Environment (FAQ by Student Request)/2. Anaconda Environment Setup.mp4 176.1 MB
  • 08. Setting Up Your Environment (FAQ by Student Request)/3. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4 114.5 MB
  • 10. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/4. Machine Learning and AI Prerequisite Roadmap (pt 2).mp4 85.2 MB
  • 10. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/3. Machine Learning and AI Prerequisite Roadmap (pt 1).mp4 71.2 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.mp4 67.5 MB
  • 09. Extra Help With Python Coding for Beginners (FAQ by Student Request)/1. How to Code by Yourself (part 1).mp4 58.8 MB
  • 04. Traditional AB Testing/14. Z-Test Code (pt 1).mp4 54.3 MB
  • 05. Bayesian AB Testing/2. Applications of the Explore-Exploit Dilemma.mp4 49.3 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.mp4 44.5 MB
  • 07. Practice Makes Perfect/3. The most important quiz of all - Obtaining an infinite amount of practice.mp4 35.7 MB
  • 05. Bayesian AB Testing/19. Thompson Sampling With Gaussian Reward Theory.mp4 35.1 MB
  • 05. Bayesian AB Testing/16. Bayesian Bandits Thompson Sampling Theory (pt 2).mp4 33.2 MB
  • 11. Appendix FAQ Finale/2. BONUS.mp4 29.4 MB
  • 05. Bayesian AB Testing/12. UCB1 Theory.mp4 26.0 MB
  • 05. Bayesian AB Testing/25. (Optional) Alternative Bandit Designs.mp4 25.7 MB
  • 03. Bayes Rule and Probability Review/11. Probability Review in Code.mp4 25.3 MB
  • 05. Bayesian AB Testing/15. Bayesian Bandits Thompson Sampling Theory (pt 1).mp4 25.1 MB
  • 03. Bayes Rule and Probability Review/14. Suggestion Box.mp4 24.4 MB
  • 05. Bayesian AB Testing/20. Thompson Sampling With Gaussian Reward Code.mp4 23.9 MB
  • 04. Traditional AB Testing/15. Z-Test Code (pt 2).mp4 22.3 MB
  • 05. Bayesian AB Testing/7. Epsilon-Greedy in Code.mp4 22.0 MB
  • 05. Bayesian AB Testing/1. Section Introduction The Explore-Exploit Dilemma.mp4 21.9 MB
  • 09. Extra Help With Python Coding for Beginners (FAQ by Student Request)/2. How to Code by Yourself (part 2).mp4 21.9 MB
  • 03. Bayes Rule and Probability Review/3. Calculating Probabilities - Practice.mp4 21.6 MB
  • 02. The High-Level Picture/2. What is Bayesian Machine Learning.mp4 21.5 MB
  • 05. Bayesian AB Testing/8. Comparing Different Epsilons.mp4 21.0 MB
  • 04. Traditional AB Testing/6. Confidence Intervals Code.mp4 20.7 MB
  • 04. Traditional AB Testing/17. Classical AB Testing Section Summary.mp4 20.0 MB
  • 04. Traditional AB Testing/9. Hypothesis Testing - The API Approach.mp4 19.7 MB
  • 03. Bayes Rule and Probability Review/6. Maximum Likelihood Estimation - Bernoulli.mp4 19.5 MB
  • 04. Traditional AB Testing/4. Confidence Intervals (pt 4) - Intermediate Level.mp4 19.1 MB
  • 03. Bayes Rule and Probability Review/8. Maximum Likelihood Estimation - Gaussian (pt 1).mp4 18.1 MB
  • 05. Bayesian AB Testing/18. Thompson Sampling Code.mp4 17.7 MB
  • 10. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/1. How to Succeed in this Course (Long Version).mp4 17.6 MB
  • 03. Bayes Rule and Probability Review/10. CDFs and Percentiles.mp4 17.1 MB
  • 04. Traditional AB Testing/5. Confidence Intervals (pt 5) - Intermediate Level.mp4 16.8 MB
  • 06. Bayesian AB Testing Extension/1. More about the Explore-Exploit Dilemma.mp4 16.7 MB
  • 04. Traditional AB Testing/12. Z-Test Theory (pt 1).mp4 16.4 MB
  • 04. Traditional AB Testing/3. Confidence Intervals (pt 3) - Intermediate Level.mp4 16.0 MB
  • 01. Introduction and Outline/2. Where to get the code for this course.mp4 15.7 MB
  • 03. Bayes Rule and Probability Review/13. Beginners Fix Your Understanding of Statistics vs Machine Learning.mp4 15.0 MB
  • 05. Bayesian AB Testing/5. Epsilon-Greedy Beginner's Exercise Prompt.mp4 14.8 MB
  • 03. Bayes Rule and Probability Review/9. Maximum Likelihood Estimation - Gaussian (pt 2).mp4 14.4 MB
  • 04. Traditional AB Testing/7. Hypothesis Testing - Examples.mp4 14.4 MB
  • 05. Bayesian AB Testing/23. Nonstationary Bandits.mp4 14.0 MB
  • 02. The High-Level Picture/1. Real-World Examples of AB Testing.mp4 13.5 MB
  • 04. Traditional AB Testing/13. Z-Test Theory (pt 2).mp4 13.5 MB
  • 05. Bayesian AB Testing/24. Bandit Summary, Real Data, and Online Learning.mp4 13.1 MB
  • 06. Bayesian AB Testing Extension/2. Confidence Interval Approximation vs. Beta Posterior.mp4 13.1 MB
  • 05. Bayesian AB Testing/3. Epsilon-Greedy Theory.mp4 12.9 MB
  • 03. Bayes Rule and Probability Review/5. The Monty Hall Problem.mp4 12.5 MB
  • 07. Practice Makes Perfect/1. Intro to Exercises on Conjugate Priors.mp4 12.0 MB
  • 05. Bayesian AB Testing/22. Why don't we just use a library.mp4 11.9 MB
  • 05. Bayesian AB Testing/6. Designing Your Bandit Program.mp4 11.8 MB
  • 03. Bayes Rule and Probability Review/4. The Gambler.mp4 11.7 MB
  • 05. Bayesian AB Testing/14. UCB1 Code.mp4 10.7 MB
  • 03. Bayes Rule and Probability Review/12. Probability Review Section Summary.mp4 10.7 MB
  • 05. Bayesian AB Testing/17. Thompson Sampling Beginner's Exercise Prompt.mp4 10.7 MB
  • 05. Bayesian AB Testing/11. Optimistic Initial Values Code.mp4 10.6 MB
  • 04. Traditional AB Testing/11. Hypothesis Testing - Further Examples.mp4 10.5 MB
  • 05. Bayesian AB Testing/9. Optimistic Initial Values Theory.mp4 10.4 MB
  • 04. Traditional AB Testing/8. Statistical Significance.mp4 10.3 MB
  • 05. Bayesian AB Testing/4. Calculating a Sample Mean (pt 1).mp4 10.3 MB
  • 08. Setting Up Your Environment (FAQ by Student Request)/1. Pre-Installation Check.mp4 9.4 MB
  • 03. Bayes Rule and Probability Review/2. Probability and Bayes' Rule Review.mp4 9.3 MB
  • 04. Traditional AB Testing/1. Confidence Intervals (pt 1) - Intuition.mp4 8.8 MB
  • 04. Traditional AB Testing/2. Confidence Intervals (pt 2) - Beginner Level.mp4 8.7 MB
  • 06. Bayesian AB Testing Extension/3. Adaptive Ad Server Exercise.mp4 8.6 MB
  • 01. Introduction and Outline/1. What's this course all about.mp4 8.2 MB
  • 09. Extra Help With Python Coding for Beginners (FAQ by Student Request)/4. Python 2 vs Python 3.mp4 8.0 MB
  • 05. Bayesian AB Testing/10. Optimistic Initial Values Beginner's Exercise Prompt.mp4 6.9 MB
  • 04. Traditional AB Testing/16. AB Test Exercise.mp4 6.7 MB
  • 11. Appendix FAQ Finale/1. What is the Appendix.mp4 6.4 MB
  • 05. Bayesian AB Testing/13. UCB1 Beginner's Exercise Prompt.mp4 5.7 MB
  • 04. Traditional AB Testing/10. Hypothesis Testing - Accept Or Reject.mp4 5.4 MB
  • 01. Introduction and Outline/3. How to succeed in this course.mp4 5.3 MB
  • 07. Practice Makes Perfect/2. Exercise Die Roll.mp4 4.6 MB
  • 03. Bayes Rule and Probability Review/7. Click-Through Rates (CTR).mp4 4.2 MB
  • 03. Bayes Rule and Probability Review/1. Review Section Introduction.mp4 2.7 MB
  • 05. Bayesian AB Testing/21. Exercise on Gaussian Rewards.mp4 2.7 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 29.0 kB
  • 10. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/4. Machine Learning and AI Prerequisite Roadmap (pt 2).vtt 21.4 kB
  • 05. Bayesian AB Testing/16. Bayesian Bandits Thompson Sampling Theory (pt 2).vtt 21.2 kB
  • 09. Extra Help With Python Coding for Beginners (FAQ by Student Request)/1. How to Code by Yourself (part 1).vtt 20.5 kB
  • 05. Bayesian AB Testing/12. UCB1 Theory.vtt 18.2 kB
  • 08. Setting Up Your Environment (FAQ by Student Request)/2. Anaconda Environment Setup.vtt 18.1 kB
  • 05. Bayesian AB Testing/15. Bayesian Bandits Thompson Sampling Theory (pt 1).vtt 15.5 kB
  • 01. Introduction and Outline/2. Where to get the code for this course.vtt 15.2 kB
  • 10. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/3. Machine Learning and AI Prerequisite Roadmap (pt 1).vtt 15.0 kB
  • 02. The High-Level Picture/2. What is Bayesian Machine Learning.vtt 14.2 kB
  • 04. Traditional AB Testing/14. Z-Test Code (pt 1).vtt 14.2 kB
  • 08. Setting Up Your Environment (FAQ by Student Request)/3. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.vtt 13.7 kB
  • 05. Bayesian AB Testing/19. Thompson Sampling With Gaussian Reward Theory.vtt 13.7 kB
  • 10. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/1. How to Succeed in this Course (Long Version).vtt 13.4 kB
  • 03. Bayes Rule and Probability Review/6. Maximum Likelihood Estimation - Bernoulli.vtt 13.2 kB
  • 05. Bayesian AB Testing/25. (Optional) Alternative Bandit Designs.vtt 13.2 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.vtt 13.0 kB
  • 04. Traditional AB Testing/4. Confidence Intervals (pt 4) - Intermediate Level.vtt 12.4 kB
  • 05. Bayesian AB Testing/1. Section Introduction The Explore-Exploit Dilemma.vtt 12.2 kB
  • 09. Extra Help With Python Coding for Beginners (FAQ by Student Request)/2. How to Code by Yourself (part 2).vtt 12.0 kB
  • 03. Bayes Rule and Probability Review/3. Calculating Probabilities - Practice.vtt 11.8 kB
  • 04. Traditional AB Testing/17. Classical AB Testing Section Summary.vtt 11.7 kB
  • 03. Bayes Rule and Probability Review/8. Maximum Likelihood Estimation - Gaussian (pt 1).vtt 11.7 kB
  • 04. Traditional AB Testing/3. Confidence Intervals (pt 3) - Intermediate Level.vtt 11.6 kB
  • 03. Bayes Rule and Probability Review/11. Probability Review in Code.vtt 11.5 kB
  • 07. Practice Makes Perfect/3. The most important quiz of all - Obtaining an infinite amount of practice.vtt 11.2 kB
  • 04. Traditional AB Testing/5. Confidence Intervals (pt 5) - Intermediate Level.vtt 11.0 kB
  • 04. Traditional AB Testing/9. Hypothesis Testing - The API Approach.vtt 10.5 kB
  • 03. Bayes Rule and Probability Review/10. CDFs and Percentiles.vtt 10.3 kB
  • 05. Bayesian AB Testing/2. Applications of the Explore-Exploit Dilemma.vtt 9.6 kB
  • 03. Bayes Rule and Probability Review/9. Maximum Likelihood Estimation - Gaussian (pt 2).vtt 9.5 kB
  • 04. Traditional AB Testing/12. Z-Test Theory (pt 1).vtt 9.4 kB
  • 04. Traditional AB Testing/13. Z-Test Theory (pt 2).vtt 9.2 kB
  • 06. Bayesian AB Testing Extension/1. More about the Explore-Exploit Dilemma.vtt 9.0 kB
  • 05. Bayesian AB Testing/23. Nonstationary Bandits.vtt 8.9 kB
  • 04. Traditional AB Testing/7. Hypothesis Testing - Examples.vtt 8.6 kB
  • 02. The High-Level Picture/1. Real-World Examples of AB Testing.vtt 8.6 kB
  • 03. Bayes Rule and Probability Review/5. The Monty Hall Problem.vtt 8.6 kB
  • 05. Bayesian AB Testing/3. Epsilon-Greedy Theory.vtt 8.5 kB
  • 03. Bayes Rule and Probability Review/13. Beginners Fix Your Understanding of Statistics vs Machine Learning.vtt 8.4 kB
  • 05. Bayesian AB Testing/24. Bandit Summary, Real Data, and Online Learning.vtt 7.7 kB
  • 05. Bayesian AB Testing/7. Epsilon-Greedy in Code.vtt 7.6 kB
  • 11. Appendix FAQ Finale/2. BONUS.vtt 7.3 kB
  • 07. Practice Makes Perfect/1. Intro to Exercises on Conjugate Priors.vtt 7.1 kB
  • 05. Bayesian AB Testing/22. Why don't we just use a library.vtt 7.0 kB
  • 05. Bayesian AB Testing/4. Calculating a Sample Mean (pt 1).vtt 6.9 kB
  • 06. Bayesian AB Testing Extension/3. Adaptive Ad Server Exercise.vtt 6.8 kB
  • 05. Bayesian AB Testing/20. Thompson Sampling With Gaussian Reward Code.vtt 6.7 kB
  • 04. Traditional AB Testing/6. Confidence Intervals Code.vtt 6.7 kB
  • 03. Bayes Rule and Probability Review/4. The Gambler.vtt 6.6 kB
  • 03. Bayes Rule and Probability Review/12. Probability Review Section Summary.vtt 6.5 kB
  • 05. Bayesian AB Testing/9. Optimistic Initial Values Theory.vtt 6.5 kB
  • 04. Traditional AB Testing/8. Statistical Significance.vtt 6.3 kB
  • 05. Bayesian AB Testing/8. Comparing Different Epsilons.vtt 6.0 kB
  • 03. Bayes Rule and Probability Review/2. Probability and Bayes' Rule Review.vtt 6.0 kB
  • 04. Traditional AB Testing/15. Z-Test Code (pt 2).vtt 5.9 kB
  • 08. Setting Up Your Environment (FAQ by Student Request)/1. Pre-Installation Check.vtt 5.9 kB
  • 05. Bayesian AB Testing/5. Epsilon-Greedy Beginner's Exercise Prompt.vtt 5.8 kB
  • 04. Traditional AB Testing/11. Hypothesis Testing - Further Examples.vtt 5.8 kB
  • 04. Traditional AB Testing/1. Confidence Intervals (pt 1) - Intuition.vtt 5.6 kB
  • 09. Extra Help With Python Coding for Beginners (FAQ by Student Request)/4. Python 2 vs Python 3.vtt 5.6 kB
  • 01. Introduction and Outline/1. What's this course all about.vtt 5.3 kB
  • 04. Traditional AB Testing/2. Confidence Intervals (pt 2) - Beginner Level.vtt 5.3 kB
  • 05. Bayesian AB Testing/18. Thompson Sampling Code.vtt 5.2 kB
  • 05. Bayesian AB Testing/6. Designing Your Bandit Program.vtt 5.0 kB
  • 04. Traditional AB Testing/16. AB Test Exercise.vtt 4.7 kB
  • 05. Bayesian AB Testing/11. Optimistic Initial Values Code.vtt 4.6 kB
  • 06. Bayesian AB Testing Extension/2. Confidence Interval Approximation vs. Beta Posterior.vtt 4.4 kB
  • 03. Bayes Rule and Probability Review/14. Suggestion Box.vtt 4.2 kB
  • 01. Introduction and Outline/3. How to succeed in this course.vtt 4.0 kB
  • 05. Bayesian AB Testing/14. UCB1 Code.vtt 3.5 kB
  • 11. Appendix FAQ Finale/1. What is the Appendix.vtt 3.4 kB
  • 05. Bayesian AB Testing/17. Thompson Sampling Beginner's Exercise Prompt.vtt 3.1 kB
  • 07. Practice Makes Perfect/2. Exercise Die Roll.vtt 2.9 kB
  • 04. Traditional AB Testing/10. Hypothesis Testing - Accept Or Reject.vtt 2.7 kB
  • 05. Bayesian AB Testing/10. Optimistic Initial Values Beginner's Exercise Prompt.vtt 2.7 kB
  • 05. Bayesian AB Testing/13. UCB1 Beginner's Exercise Prompt.vtt 2.5 kB
  • 03. Bayes Rule and Probability Review/7. Click-Through Rates (CTR).vtt 2.3 kB
  • 03. Bayes Rule and Probability Review/1. Review Section Introduction.vtt 1.6 kB
  • 05. Bayesian AB Testing/21. Exercise on Gaussian Rewards.vtt 1.4 kB

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