Filename | Size |
| 1. Introduction and Outline/1. What's this course all about.mp4 | 3.7 MB |
| 1. Introduction and Outline/1. What's this course all about.srt | 3.1 KB |
| 1. Introduction and Outline/2. Where to get the code for this course.mp4 | 2 MB |
| 1. Introduction and Outline/2. Where to get the code for this course.srt | 1.6 KB |
| 1. Introduction and Outline/3. How to succeed in this course.mp4 | 5.5 MB |
| 1. Introduction and Outline/3. How to succeed in this course.srt | 4.8 KB |
| 2. The High-Level Picture/1. Real-World Examples of AB Testing.mp4 | 38.5 MB |
| 2. The High-Level Picture/1. Real-World Examples of AB Testing.srt | 9.6 KB |
| 2. The High-Level Picture/2. What is Bayesian Machine Learning.mp4 | 54.7 MB |
| 2. The High-Level Picture/2. What is Bayesian Machine Learning.srt | 15.4 KB |
| 3. Bayes Rule and Probability Review/1. Bayes Rule Review.mp4 | 14.7 MB |
| 3. Bayes Rule and Probability Review/1. Bayes Rule Review.srt | 12.4 KB |
| 3. Bayes Rule and Probability Review/2. Simple Probability Problem.mp4 | 3.2 MB |
| 3. Bayes Rule and Probability Review/2. Simple Probability Problem.srt | 2.7 KB |
| 3. Bayes Rule and Probability Review/3. The Monty Hall Problem.mp4 | 6.1 MB |
| 3. Bayes Rule and Probability Review/3. The Monty Hall Problem.srt | 5.4 KB |
| 3. Bayes Rule and Probability Review/4. Imbalanced Classes.mp4 | 7.1 MB |
| 3. Bayes Rule and Probability Review/4. Imbalanced Classes.srt | 5.7 KB |
| 3. Bayes Rule and Probability Review/5. Maximum Likelihood - Mean of a Gaussian.mp4 | 7.6 MB |
| 3. Bayes Rule and Probability Review/5. Maximum Likelihood - Mean of a Gaussian.srt | 6.2 KB |
| 3. Bayes Rule and Probability Review/6. Maximum Likelihood - Click-Through Rate.mp4 | 6.7 MB |
| 3. Bayes Rule and Probability Review/6. Maximum Likelihood - Click-Through Rate.srt | 5.9 KB |
| 3. Bayes Rule and Probability Review/7. Confidence Intervals.mp4 | 15.4 MB |
| 3. Bayes Rule and Probability Review/7. Confidence Intervals.srt | 13.2 KB |
| 3. Bayes Rule and Probability Review/8. What is the Bayesian Paradigm.mp4 | 9.9 MB |
| 3. Bayes Rule and Probability Review/8. What is the Bayesian Paradigm.srt | 6.1 KB |
| 4. Traditional AB Testing/1. AB Testing Problem Setup.mp4 | 6.9 MB |
| 4. Traditional AB Testing/1. AB Testing Problem Setup.srt | 6.4 KB |
| 4. Traditional AB Testing/10. Chi-Square Exercise.mp4 | 4.1 MB |
| 4. Traditional AB Testing/10. Chi-Square Exercise.srt | 3.2 KB |
| 4. Traditional AB Testing/11. ABCD… Testing - The Bonferroni Correction.mp4 | 3.6 MB |
| 4. Traditional AB Testing/11. ABCD… Testing - The Bonferroni Correction.srt | 3 KB |
| 4. Traditional AB Testing/12. Statistical Power.mp4 | 4.8 MB |
| 4. Traditional AB Testing/12. Statistical Power.srt | 4 KB |
| 4. Traditional AB Testing/13. AB Testing Pitfalls.mp4 | 6.3 MB |
| 4. Traditional AB Testing/13. AB Testing Pitfalls.srt | 5.2 KB |
| 4. Traditional AB Testing/14. Traditional AB Testing Summary.mp4 | 6 MB |
| 4. Traditional AB Testing/14. Traditional AB Testing Summary.srt | 5.1 KB |
| 4. Traditional AB Testing/2. Simple AB Testing Recipe.mp4 | 7.8 MB |
| 4. Traditional AB Testing/2. Simple AB Testing Recipe.srt | 6.7 KB |
| 4. Traditional AB Testing/3. P-Values.mp4 | 6.2 MB |
| 4. Traditional AB Testing/3. P-Values.srt | 5.1 KB |
| 4. Traditional AB Testing/4. Test Characteristics, Assumptions, and Modifications.mp4 | 10.5 MB |
| 4. Traditional AB Testing/4. Test Characteristics, Assumptions, and Modifications.srt | 9.5 KB |
| 4. Traditional AB Testing/5. t-test in Code.mp4 | 5.9 MB |
| 4. Traditional AB Testing/5. t-test in Code.srt | 3.1 KB |
| 4. Traditional AB Testing/6. t-test Exercise.mp4 | 8.6 MB |
| 4. Traditional AB Testing/6. t-test Exercise.srt | 7.1 KB |
| 4. Traditional AB Testing/7. 0.01 vs 0.011 - Why should we care.mp4 | 2.7 MB |
| 4. Traditional AB Testing/7. 0.01 vs 0.011 - Why should we care.srt | 2.3 KB |
| 4. Traditional AB Testing/8. AB Test for Click-Through Rates (Chi-Square Test).mp4 | 9.4 MB |
| 4. Traditional AB Testing/8. AB Test for Click-Through Rates (Chi-Square Test).srt | 7.8 KB |
| 4. Traditional AB Testing/9. CTR AB Test in Code.mp4 | 56.9 MB |
| 4. Traditional AB Testing/9. CTR AB Test in Code.srt | 7.4 KB |
| 5. Bayesian AB Testing/1. Explore vs. Exploit.mp4 | 6.4 MB |
| 5. Bayesian AB Testing/1. Explore vs. Exploit.srt | 5.5 KB |
| 5. Bayesian AB Testing/10. Thompson Sampling Convergence Demo.mp4 | 7.6 MB |
| 5. Bayesian AB Testing/10. Thompson Sampling Convergence Demo.srt | 3.3 KB |
| 5. Bayesian AB Testing/11. Confidence Interval Approximation vs. Beta Posterior.mp4 | 11.6 MB |
| 5. Bayesian AB Testing/11. Confidence Interval Approximation vs. Beta Posterior.srt | 4.7 KB |
| 5. Bayesian AB Testing/12. Adaptive Ad Server Exercise.mp4 | 9.5 MB |
| 5. Bayesian AB Testing/12. Adaptive Ad Server Exercise.srt | 7.6 KB |
| 5. Bayesian AB Testing/2. More about the Explore-Exploit Dilemma.mp4 | 43.8 MB |
| 5. Bayesian AB Testing/2. More about the Explore-Exploit Dilemma.srt | 9.9 KB |
| 5. Bayesian AB Testing/3. The Epsilon-Greedy Solution.mp4 | 15.3 MB |
| 5. Bayesian AB Testing/3. The Epsilon-Greedy Solution.srt | 3.9 KB |
| 5. Bayesian AB Testing/4. UCB1.mp4 | 7.2 MB |
| 5. Bayesian AB Testing/4. UCB1.srt | 6 KB |
| 5. Bayesian AB Testing/5. Conjugate Priors.mp4 | 11.1 MB |
| 5. Bayesian AB Testing/5. Conjugate Priors.srt | 9.2 KB |
| 5. Bayesian AB Testing/6. Bayesian AB Testing.mp4 | 6.6 MB |
| 5. Bayesian AB Testing/6. Bayesian AB Testing.srt | 5.3 KB |
| 5. Bayesian AB Testing/7. Bayesian AB Testing in Code.mp4 | 19.5 MB |
| 5. Bayesian AB Testing/7. Bayesian AB Testing in Code.srt | 7.3 KB |
| 5. Bayesian AB Testing/8. The Online Nature of Bayesian AB Testing.mp4 | 4.1 MB |
| 5. Bayesian AB Testing/8. The Online Nature of Bayesian AB Testing.srt | 3.3 KB |
| 5. Bayesian AB Testing/9. Finding a Threshold Without P-Values.mp4 | 7.7 MB |
| 5. Bayesian AB Testing/9. Finding a Threshold Without P-Values.srt | 6.2 KB |
| 6. Practice Makes Perfect/1. Exercise Compare different strategies.mp4 | 3.3 MB |
| 6. Practice Makes Perfect/1. Exercise Compare different strategies.srt | 2.9 KB |
| 6. Practice Makes Perfect/2. Intro to Exercises on Conjugate Priors.mp4 | 27.6 MB |
| 6. Practice Makes Perfect/2. Intro to Exercises on Conjugate Priors.srt | 7.8 KB |
| 6. Practice Makes Perfect/3. Exercise Die Roll.mp4 | 4 MB |
| 6. Practice Makes Perfect/3. Exercise Die Roll.srt | 3.2 KB |
| 6. Practice Makes Perfect/4. Exercise Gaussians.mp4 | 8.8 MB |
| 6. Practice Makes Perfect/4. Exercise Gaussians.srt | 7 KB |
| 6. Practice Makes Perfect/5. Exercise Gaussian Implementation.mp4 | 8 MB |
| 6. Practice Makes Perfect/5. Exercise Gaussian Implementation.srt | 2.5 KB |
| 6. Practice Makes Perfect/6. The most important quiz of all - Obtaining an infinite amount of practice.mp4 | 49.9 MB |
| 6. Practice Makes Perfect/6. The most important quiz of all - Obtaining an infinite amount of practice.srt | 12.9 KB |
| 7. Appendix FAQ/1. What is the Appendix.mp4 | 5.5 MB |
| 7. Appendix FAQ/1. What is the Appendix.srt | 3.7 KB |
| 7. Appendix FAQ/10. What order should I take your courses in (part 1).mp4 | 29.3 MB |
| 7. Appendix FAQ/10. What order should I take your courses in (part 1).srt | 16 KB |
| 7. Appendix FAQ/11. What order should I take your courses in (part 2).mp4 | 37.6 MB |
| 7. Appendix FAQ/11. What order should I take your courses in (part 2).srt | 23 KB |
| 7. Appendix FAQ/12. BONUS Where to get Udemy coupons and FREE deep learning material.mp4 | 37.8 MB |
| 7. Appendix FAQ/12. BONUS Where to get Udemy coupons and FREE deep learning material.srt | 7.9 KB |
| 7. Appendix FAQ/2. Windows-Focused Environment Setup 2018.mp4 | 186.4 MB |