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种子名称： [FreeCourseSite.com] Udemy - Bayesian Machine Learning in Python AB Testing
文件类型： 视频
文件数目： 78个文件
文件大小： 2.63 GB
收录时间： 2021-2-9 19:05
已经下载： 3次
资源热度： 222
最近下载： 2024-6-27 10:43

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[FreeCourseSite.com] Udemy - Bayesian Machine Learning in Python AB Testing.torrent

1. Introduction and Outline/1. What's this course all about.mp429.29MB

1. Introduction and Outline/2. Where to get the code for this course.mp430.4MB

1. Introduction and Outline/3. How to succeed in this course.mp443.82MB

10. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/1. How to Succeed in this Course (Long Version).mp412.6MB

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.mp438.95MB

10. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/3. Machine Learning and AI Prerequisite Roadmap (pt 1).mp429.32MB

10. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/4. Machine Learning and AI Prerequisite Roadmap (pt 2).mp437.63MB

11. Appendix FAQ Finale/1. What is the Appendix.mp45.45MB

11. Appendix FAQ Finale/2. BONUS Where to get Udemy coupons and FREE deep learning material.mp437.84MB

2. The High-Level Picture/1. Real-World Examples of AB Testing.mp438.54MB

2. The High-Level Picture/2. What is Bayesian Machine Learning.mp454.65MB

3. Bayes Rule and Probability Review/1. Review Section Introduction.mp46.38MB

3. Bayes Rule and Probability Review/10. CDFs and Percentiles.mp438.35MB

3. Bayes Rule and Probability Review/11. Probability Review in Code.mp454.32MB

3. Bayes Rule and Probability Review/12. Probability Review Section Summary.mp424.64MB

3. Bayes Rule and Probability Review/13. Beginners Fix Your Understanding of Statistics vs Machine Learning.mp437.06MB

3. Bayes Rule and Probability Review/14. Suggestion Box.mp416.14MB

3. Bayes Rule and Probability Review/2. Probability and Bayes' Rule Review.mp421.85MB

3. Bayes Rule and Probability Review/3. Calculating Probabilities - Practice.mp441.74MB

3. Bayes Rule and Probability Review/4. The Gambler.mp427.33MB

3. Bayes Rule and Probability Review/5. The Monty Hall Problem.mp428.07MB

3. Bayes Rule and Probability Review/6. Maximum Likelihood Estimation - Bernoulli.mp443.81MB

3. Bayes Rule and Probability Review/7. Click-Through Rates (CTR).mp49.49MB

3. Bayes Rule and Probability Review/8. Maximum Likelihood Estimation - Gaussian (pt 1).mp440.84MB

3. Bayes Rule and Probability Review/9. Maximum Likelihood Estimation - Gaussian (pt 2).mp432.01MB

4. Traditional AB Testing/1. Confidence Intervals (pt 1) - Intuition.mp422.67MB

4. Traditional AB Testing/10. Hypothesis Testing - Accept Or Reject.mp413.32MB

4. Traditional AB Testing/11. Hypothesis Testing - Further Examples.mp425MB

4. Traditional AB Testing/12. Z-Test Theory (pt 1).mp436.32MB

4. Traditional AB Testing/13. Z-Test Theory (pt 2).mp430.43MB

4. Traditional AB Testing/14. Z-Test Code (pt 1).mp467.91MB

4. Traditional AB Testing/15. Z-Test Code (pt 2).mp428.94MB

4. Traditional AB Testing/16. AB Test Exercise.mp415.76MB

4. Traditional AB Testing/17. Classical AB Testing Section Summary.mp446.29MB

4. Traditional AB Testing/2. Confidence Intervals (pt 2) - Beginner Level.mp419.31MB

4. Traditional AB Testing/3. Confidence Intervals (pt 3) - Intermediate Level.mp434.88MB

4. Traditional AB Testing/4. Confidence Intervals (pt 4) - Intermediate Level.mp442.64MB

4. Traditional AB Testing/5. Confidence Intervals (pt 5) - Intermediate Level.mp436.4MB

4. Traditional AB Testing/6. Confidence Intervals Code.mp433.17MB

4. Traditional AB Testing/7. Hypothesis Testing - Examples.mp432.59MB

4. Traditional AB Testing/8. Statistical Significance.mp424.24MB

4. Traditional AB Testing/9. Hypothesis Testing - The API Approach.mp448.18MB

5. Bayesian AB Testing/1. Section Introduction The Explore-Exploit Dilemma.mp452.26MB

5. Bayesian AB Testing/10. Optimistic Initial Values Beginner's Exercise Prompt.mp414.1MB

5. Bayesian AB Testing/11. Optimistic Initial Values Code.mp424.89MB

5. Bayesian AB Testing/12. UCB1 Theory.mp455.79MB

5. Bayesian AB Testing/13. UCB1 Beginner's Exercise Prompt.mp413.01MB

5. Bayesian AB Testing/14. UCB1 Code.mp420.93MB

5. Bayesian AB Testing/15. Bayesian Bandits Thompson Sampling Theory (pt 1).mp456.19MB

5. Bayesian AB Testing/16. Bayesian Bandits Thompson Sampling Theory (pt 2).mp474.83MB

5. Bayesian AB Testing/17. Thompson Sampling Beginner's Exercise Prompt.mp418.16MB

5. Bayesian AB Testing/18. Thompson Sampling Code.mp433.19MB

5. Bayesian AB Testing/19. Thompson Sampling With Gaussian Reward Theory.mp446.9MB

5. Bayesian AB Testing/2. Applications of the Explore-Exploit Dilemma.mp447.05MB

5. Bayesian AB Testing/20. Thompson Sampling With Gaussian Reward Code.mp443.72MB

5. Bayesian AB Testing/21. Why don't we just use a library.mp427.75MB

5. Bayesian AB Testing/22. Nonstationary Bandits.mp431.3MB

5. Bayesian AB Testing/23. Bandit Summary, Real Data, and Online Learning.mp432.74MB

5. Bayesian AB Testing/24. (Optional) Alternative Bandit Designs.mp452.01MB

5. Bayesian AB Testing/3. Epsilon-Greedy Theory.mp428.63MB

5. Bayesian AB Testing/4. Calculating a Sample Mean (pt 1).mp423.42MB

5. Bayesian AB Testing/5. Epsilon-Greedy Beginner's Exercise Prompt.mp429MB

5. Bayesian AB Testing/6. Designing Your Bandit Program.mp423.28MB

5. Bayesian AB Testing/7. Epsilon-Greedy in Code.mp441.74MB

5. Bayesian AB Testing/8. Comparing Different Epsilons.mp443.93MB

5. Bayesian AB Testing/9. Optimistic Initial Values Theory.mp423.86MB

6. Bayesian AB Testing Extension/1. More about the Explore-Exploit Dilemma.mp443.76MB

6. Bayesian AB Testing Extension/2. Confidence Interval Approximation vs. Beta Posterior.mp411.6MB

6. Bayesian AB Testing Extension/3. Adaptive Ad Server Exercise.mp49.46MB

7. Practice Makes Perfect/1. Intro to Exercises on Conjugate Priors.mp427.61MB

7. Practice Makes Perfect/2. Exercise Die Roll.mp43.97MB

7. Practice Makes Perfect/3. The most important quiz of all - Obtaining an infinite amount of practice.mp447.13MB

8. Setting Up Your Environment (FAQ by Student Request)/1. Windows-Focused Environment Setup 2018.mp4186.44MB

8. Setting Up Your Environment (FAQ by Student Request)/2. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp443.92MB

9. Extra Help With Python Coding for Beginners (FAQ by Student Request)/1. How to Code by Yourself (part 1).mp424.54MB

9. Extra Help With Python Coding for Beginners (FAQ by Student Request)/2. How to Code by Yourself (part 2).mp414.8MB

9. Extra Help With Python Coding for Beginners (FAQ by Student Request)/3. Proof that using Jupyter Notebook is the same as not using it.mp478.28MB

9. Extra Help With Python Coding for Beginners (FAQ by Student Request)/4. Python 2 vs Python 3.mp47.83MB