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

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大小
1.7 GB
文件数
160
分类
视频
热度
11
最近活跃
9 小时前

文件列表

  • 01. Introduction and Outline/1. What's this course all about.mp47.8 MB
  • 01. Introduction and Outline/1. What's this course all about.vtt5.2 KB
  • 01. Introduction and Outline/2. Where to get the code for this course.mp414.9 MB
  • 01. Introduction and Outline/2. Where to get the code for this course.vtt14.9 KB
  • 01. Introduction and Outline/3. How to succeed in this course.mp45.0 MB
  • 01. Introduction and Outline/3. How to succeed in this course.vtt3.9 KB
  • 02. The High-Level Picture/1. Real-World Examples of AB Testing.mp412.9 MB
  • 02. The High-Level Picture/1. Real-World Examples of AB Testing.vtt8.4 KB
  • 02. The High-Level Picture/2. What is Bayesian Machine Learning.mp420.5 MB
  • 02. The High-Level Picture/2. What is Bayesian Machine Learning.vtt13.9 KB
  • 03. Bayes Rule and Probability Review/1. Review Section Introduction.mp42.6 MB
  • 03. Bayes Rule and Probability Review/1. Review Section Introduction.vtt1.5 KB
  • 03. Bayes Rule and Probability Review/10. CDFs and Percentiles.mp416.3 MB
  • 03. Bayes Rule and Probability Review/10. CDFs and Percentiles.vtt10.1 KB
  • 03. Bayes Rule and Probability Review/11. Probability Review in Code.mp424.1 MB
  • 03. Bayes Rule and Probability Review/11. Probability Review in Code.vtt11.3 KB
  • 03. Bayes Rule and Probability Review/12. Probability Review Section Summary.mp410.2 MB
  • 03. Bayes Rule and Probability Review/12. Probability Review Section Summary.vtt6.4 KB
  • 03. Bayes Rule and Probability Review/13. Beginners Fix Your Understanding of Statistics vs Machine Learning.mp414.3 MB
  • 03. Bayes Rule and Probability Review/13. Beginners Fix Your Understanding of Statistics vs Machine Learning.vtt8.2 KB
  • 03. Bayes Rule and Probability Review/14. Suggestion Box.mp423.3 MB
  • 03. Bayes Rule and Probability Review/14. Suggestion Box.vtt4.1 KB
  • 03. Bayes Rule and Probability Review/2. Probability and Bayes' Rule Review.mp48.9 MB
  • 03. Bayes Rule and Probability Review/2. Probability and Bayes' Rule Review.vtt5.8 KB
  • 03. Bayes Rule and Probability Review/3. Calculating Probabilities - Practice.mp420.6 MB
  • 03. Bayes Rule and Probability Review/3. Calculating Probabilities - Practice.vtt11.5 KB
  • 03. Bayes Rule and Probability Review/4. The Gambler.mp411.1 MB
  • 03. Bayes Rule and Probability Review/4. The Gambler.vtt6.5 KB
  • 03. Bayes Rule and Probability Review/5. The Monty Hall Problem.mp411.9 MB
  • 03. Bayes Rule and Probability Review/5. The Monty Hall Problem.vtt8.4 KB
  • 03. Bayes Rule and Probability Review/6. Maximum Likelihood Estimation - Bernoulli.mp418.6 MB
  • 03. Bayes Rule and Probability Review/6. Maximum Likelihood Estimation - Bernoulli.vtt12.9 KB
  • 03. Bayes Rule and Probability Review/7. Click-Through Rates (CTR).mp44.0 MB
  • 03. Bayes Rule and Probability Review/7. Click-Through Rates (CTR).vtt2.3 KB
  • 03. Bayes Rule and Probability Review/8. Maximum Likelihood Estimation - Gaussian (pt 1).mp417.3 MB
  • 03. Bayes Rule and Probability Review/8. Maximum Likelihood Estimation - Gaussian (pt 1).vtt11.4 KB
  • 03. Bayes Rule and Probability Review/9. Maximum Likelihood Estimation - Gaussian (pt 2).mp413.7 MB
  • 03. Bayes Rule and Probability Review/9. Maximum Likelihood Estimation - Gaussian (pt 2).vtt9.2 KB
  • 04. Traditional AB Testing/1. Confidence Intervals (pt 1) - Intuition.mp48.4 MB
  • 04. Traditional AB Testing/1. Confidence Intervals (pt 1) - Intuition.vtt5.5 KB
  • 04. Traditional AB Testing/10. Hypothesis Testing - Accept Or Reject.mp45.1 MB
  • 04. Traditional AB Testing/10. Hypothesis Testing - Accept Or Reject.vtt2.6 KB
  • 04. Traditional AB Testing/11. Hypothesis Testing - Further Examples.mp410.0 MB
  • 04. Traditional AB Testing/11. Hypothesis Testing - Further Examples.vtt5.7 KB
  • 04. Traditional AB Testing/12. Z-Test Theory (pt 1).mp415.7 MB
  • 04. Traditional AB Testing/12. Z-Test Theory (pt 1).vtt9.2 KB
  • 04. Traditional AB Testing/13. Z-Test Theory (pt 2).mp412.9 MB
  • 04. Traditional AB Testing/13. Z-Test Theory (pt 2).vtt9.0 KB
  • 04. Traditional AB Testing/14. Z-Test Code (pt 1).mp451.8 MB
  • 04. Traditional AB Testing/14. Z-Test Code (pt 1).vtt13.9 KB
  • 04. Traditional AB Testing/15. Z-Test Code (pt 2).mp421.3 MB
  • 04. Traditional AB Testing/15. Z-Test Code (pt 2).vtt5.7 KB
  • 04. Traditional AB Testing/16. AB Test Exercise.mp46.4 MB
  • 04. Traditional AB Testing/16. AB Test Exercise.vtt4.5 KB
  • 04. Traditional AB Testing/17. Classical AB Testing Section Summary.mp419.0 MB
  • 04. Traditional AB Testing/17. Classical AB Testing Section Summary.vtt11.5 KB
  • 04. Traditional AB Testing/2. Confidence Intervals (pt 2) - Beginner Level.mp48.3 MB
  • 04. Traditional AB Testing/2. Confidence Intervals (pt 2) - Beginner Level.vtt5.2 KB
  • 04. Traditional AB Testing/3. Confidence Intervals (pt 3) - Intermediate Level.mp415.3 MB
  • 04. Traditional AB Testing/3. Confidence Intervals (pt 3) - Intermediate Level.vtt11.3 KB
  • 04. Traditional AB Testing/4. Confidence Intervals (pt 4) - Intermediate Level.mp418.2 MB
  • 04. Traditional AB Testing/4. Confidence Intervals (pt 4) - Intermediate Level.vtt12.1 KB
  • 04. Traditional AB Testing/5. Confidence Intervals (pt 5) - Intermediate Level.mp416.0 MB
  • 04. Traditional AB Testing/5. Confidence Intervals (pt 5) - Intermediate Level.vtt10.8 KB
  • 04. Traditional AB Testing/6. Confidence Intervals Code.mp419.7 MB
  • 04. Traditional AB Testing/6. Confidence Intervals Code.vtt6.5 KB
  • 04. Traditional AB Testing/7. Hypothesis Testing - Examples.mp413.7 MB
  • 04. Traditional AB Testing/7. Hypothesis Testing - Examples.vtt8.4 KB
  • 04. Traditional AB Testing/8. Statistical Significance.mp49.9 MB
  • 04. Traditional AB Testing/8. Statistical Significance.vtt6.2 KB
  • 04. Traditional AB Testing/9. Hypothesis Testing - The API Approach.mp418.8 MB
  • 04. Traditional AB Testing/9. Hypothesis Testing - The API Approach.vtt10.3 KB
  • 05. Bayesian AB Testing/1. Section Introduction The Explore-Exploit Dilemma.mp420.9 MB
  • 05. Bayesian AB Testing/1. Section Introduction The Explore-Exploit Dilemma.vtt11.9 KB
  • 05. Bayesian AB Testing/10. Optimistic Initial Values Beginner's Exercise Prompt.mp46.6 MB
  • 05. Bayesian AB Testing/10. Optimistic Initial Values Beginner's Exercise Prompt.vtt2.6 KB
  • 05. Bayesian AB Testing/11. Optimistic Initial Values Code.mp410.2 MB
  • 05. Bayesian AB Testing/11. Optimistic Initial Values Code.vtt4.5 KB
  • 05. Bayesian AB Testing/12. UCB1 Theory.mp424.8 MB
  • 05. Bayesian AB Testing/12. UCB1 Theory.vtt17.8 KB
  • 05. Bayesian AB Testing/13. UCB1 Beginner's Exercise Prompt.mp45.5 MB
  • 05. Bayesian AB Testing/13. UCB1 Beginner's Exercise Prompt.vtt2.4 KB
  • 05. Bayesian AB Testing/14. UCB1 Code.mp410.2 MB
  • 05. Bayesian AB Testing/14. UCB1 Code.vtt3.4 KB
  • 05. Bayesian AB Testing/15. Bayesian Bandits Thompson Sampling Theory (pt 1).mp423.9 MB
  • 05. Bayesian AB Testing/15. Bayesian Bandits Thompson Sampling Theory (pt 1).vtt15.1 KB
  • 05. Bayesian AB Testing/16. Bayesian Bandits Thompson Sampling Theory (pt 2).mp431.7 MB
  • 05. Bayesian AB Testing/16. Bayesian Bandits Thompson Sampling Theory (pt 2).vtt20.7 KB
  • 05. Bayesian AB Testing/17. Thompson Sampling Beginner's Exercise Prompt.mp410.2 MB
  • 05. Bayesian AB Testing/17. Thompson Sampling Beginner's Exercise Prompt.vtt3.1 KB
  • 05. Bayesian AB Testing/18. Thompson Sampling Code.mp416.9 MB
  • 05. Bayesian AB Testing/18. Thompson Sampling Code.vtt5.0 KB
  • 05. Bayesian AB Testing/19. Thompson Sampling With Gaussian Reward Theory.mp433.5 MB
  • 05. Bayesian AB Testing/19. Thompson Sampling With Gaussian Reward Theory.vtt13.3 KB
  • 05. Bayesian AB Testing/2. Applications of the Explore-Exploit Dilemma.mp447.1 MB
  • 05. Bayesian AB Testing/2. Applications of the Explore-Exploit Dilemma.vtt9.3 KB
  • 05. Bayesian AB Testing/20. Thompson Sampling With Gaussian Reward Code.mp422.8 MB
  • 05. Bayesian AB Testing/20. Thompson Sampling With Gaussian Reward Code.vtt6.5 KB
  • 05. Bayesian AB Testing/21. Exercise on Gaussian Rewards.mp42.6 MB
  • 05. Bayesian AB Testing/21. Exercise on Gaussian Rewards.vtt1.4 KB
  • 05. Bayesian AB Testing/22. Why don't we just use a library.mp411.4 MB
  • 05. Bayesian AB Testing/22. Why don't we just use a library.vtt6.8 KB
  • 05. Bayesian AB Testing/23. Nonstationary Bandits.mp413.3 MB
  • 05. Bayesian AB Testing/23. Nonstationary Bandits.vtt8.6 KB
  • 05. Bayesian AB Testing/24. Bandit Summary, Real Data, and Online Learning.mp412.5 MB
  • 05. Bayesian AB Testing/24. Bandit Summary, Real Data, and Online Learning.vtt7.5 KB
  • 05. Bayesian AB Testing/25. (Optional) Alternative Bandit Designs.mp424.5 MB
  • 05. Bayesian AB Testing/25. (Optional) Alternative Bandit Designs.vtt12.9 KB
  • 05. Bayesian AB Testing/3. Epsilon-Greedy Theory.mp412.3 MB
  • 05. Bayesian AB Testing/3. Epsilon-Greedy Theory.vtt8.3 KB
  • 05. Bayesian AB Testing/4. Calculating a Sample Mean (pt 1).mp49.8 MB
  • 05. Bayesian AB Testing/4. Calculating a Sample Mean (pt 1).vtt6.7 KB
  • 05. Bayesian AB Testing/5. Epsilon-Greedy Beginner's Exercise Prompt.mp414.1 MB
  • 05. Bayesian AB Testing/5. Epsilon-Greedy Beginner's Exercise Prompt.vtt5.7 KB
  • 05. Bayesian AB Testing/6. Designing Your Bandit Program.mp411.3 MB
  • 05. Bayesian AB Testing/6. Designing Your Bandit Program.vtt4.9 KB
  • 05. Bayesian AB Testing/7. Epsilon-Greedy in Code.mp421.0 MB
  • 05. Bayesian AB Testing/7. Epsilon-Greedy in Code.vtt7.5 KB
  • 05. Bayesian AB Testing/8. Comparing Different Epsilons.mp420.0 MB
  • 05. Bayesian AB Testing/8. Comparing Different Epsilons.vtt5.9 KB
  • 05. Bayesian AB Testing/9. Optimistic Initial Values Theory.mp49.9 MB
  • 05. Bayesian AB Testing/9. Optimistic Initial Values Theory.vtt6.4 KB
  • 06. Bayesian AB Testing Extension/1. More about the Explore-Exploit Dilemma.mp416.0 MB
  • 06. Bayesian AB Testing Extension/1. More about the Explore-Exploit Dilemma.vtt8.8 KB
  • 06. Bayesian AB Testing Extension/2. Confidence Interval Approximation vs. Beta Posterior.mp412.5 MB
  • 06. Bayesian AB Testing Extension/2. Confidence Interval Approximation vs. Beta Posterior.vtt4.3 KB
  • 06. Bayesian AB Testing Extension/3. Adaptive Ad Server Exercise.mp48.2 MB
  • 06. Bayesian AB Testing Extension/3. Adaptive Ad Server Exercise.vtt6.6 KB
  • 07. Practice Makes Perfect/1. Intro to Exercises on Conjugate Priors.mp411.5 MB
  • 07. Practice Makes Perfect/1. Intro to Exercises on Conjugate Priors.vtt6.9 KB
  • 07. Practice Makes Perfect/2. Exercise Die Roll.mp44.4 MB
  • 07. Practice Makes Perfect/2. Exercise Die Roll.vtt2.9 KB
  • 07. Practice Makes Perfect/3. The most important quiz of all - Obtaining an infinite amount of practice.mp434.0 MB
  • 07. Practice Makes Perfect/3. The most important quiz of all - Obtaining an infinite amount of practice.vtt10.9 KB
  • 08. Setting Up Your Environment (FAQ by Student Request)/1. Pre-Installation Check.mp48.9 MB
  • 08. Setting Up Your Environment (FAQ by Student Request)/1. Pre-Installation Check.vtt5.7 KB
  • 08. Setting Up Your Environment (FAQ by Student Request)/2. Anaconda Environment Setup.mp4167.9 MB
  • 08. Setting Up Your Environment (FAQ by Student Request)/2. Anaconda Environment Setup.vtt17.7 KB
  • 08. Setting Up Your Environment (FAQ by Student Request)/3. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4109.2 MB
  • 08. Setting Up Your Environment (FAQ by Student Request)/3. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.vtt13.4 KB
  • 09. Extra Help With Python Coding for Beginners (FAQ by Student Request)/1. How to Code by Yourself (part 1).mp456.1 MB
  • 09. Extra Help With Python Coding for Beginners (FAQ by Student Request)/1. How to Code by Yourself (part 1).vtt20.0 KB
  • 09. Extra Help With Python Coding for Beginners (FAQ by Student Request)/2. How to Code by Yourself (part 2).mp420.9 MB
  • 09. Extra Help With Python Coding for Beginners (FAQ by Student Request)/2. How to Code by Yourself (part 2).vtt11.7 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.mp464.3 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.vtt12.7 KB
  • 09. Extra Help With Python Coding for Beginners (FAQ by Student Request)/4. Python 2 vs Python 3.mp47.6 MB
  • 09. Extra Help With Python Coding for Beginners (FAQ by Student Request)/4. Python 2 vs Python 3.vtt5.5 KB
  • 10. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/1. How to Succeed in this Course (Long Version).mp416.8 MB
  • 10. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/1. How to Succeed in this Course (Long Version).vtt13.1 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.mp442.5 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.vtt28.3 KB
  • 10. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/3. Machine Learning and AI Prerequisite Roadmap (pt 1).mp467.9 MB
  • 10. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/3. Machine Learning and AI Prerequisite Roadmap (pt 1).vtt14.6 KB
  • 10. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/4. Machine Learning and AI Prerequisite Roadmap (pt 2).mp481.2 MB
  • 10. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/4. Machine Learning and AI Prerequisite Roadmap (pt 2).vtt20.9 KB
  • 11. Appendix FAQ Finale/1. What is the Appendix.mp46.1 MB
  • 11. Appendix FAQ Finale/1. What is the Appendix.vtt3.3 KB
  • 11. Appendix FAQ Finale/2. BONUS.mp428.0 MB
  • 11. Appendix FAQ Finale/2. BONUS.vtt7.1 KB

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