Udemy - Bayesian Machine Learning in Python: A/B Testing [Desire ...

Files:

• 1. What's this course all about.mp4 (3.7 MB)
• 1. What's this course all about.srt (3.1 KB)
• 2. Where to get the code for this course.mp4 (2.0 MB)
• 2. Where to get the code for this course.srt (1.6 KB)
• 3. How to succeed in this course.mp4 (5.5 MB)
• 3. How to succeed in this course.srt (4.8 KB)

• 1. Real-World Examples of AB Testing.mp4 (38.5 MB)
• 1. Real-World Examples of AB Testing.srt (9.6 KB)
• 2. What is Bayesian Machine Learning.mp4 (54.7 MB)
• 2. What is Bayesian Machine Learning.srt (15.4 KB)

• 1. Bayes Rule Review.mp4 (14.7 MB)
• 1. Bayes Rule Review.srt (12.4 KB)
• 2. Simple Probability Problem.mp4 (3.2 MB)
• 2. Simple Probability Problem.srt (2.7 KB)
• 3. The Monty Hall Problem.mp4 (6.1 MB)
• 3. The Monty Hall Problem.srt (5.4 KB)
• 4. Imbalanced Classes.mp4 (7.1 MB)
• 4. Imbalanced Classes.srt (5.7 KB)
• 5. Maximum Likelihood - Mean of a Gaussian.mp4 (7.6 MB)
• 5. Maximum Likelihood - Mean of a Gaussian.srt (6.2 KB)
• 6. Maximum Likelihood - Click-Through Rate.mp4 (6.7 MB)
• 6. Maximum Likelihood - Click-Through Rate.srt (5.9 KB)
• 7. Confidence Intervals.mp4 (15.4 MB)
• 7. Confidence Intervals.srt (13.2 KB)
• 8. What is the Bayesian Paradigm.mp4 (9.9 MB)
• 8. What is the Bayesian Paradigm.srt (6.1 KB)

• 1. AB Testing Problem Setup.mp4 (6.9 MB)
• 1. AB Testing Problem Setup.srt (6.4 KB)
• 10. Chi-Square Exercise.mp4 (4.1 MB)
• 10. Chi-Square Exercise.srt (3.2 KB)
• 11. ABCD… Testing - The Bonferroni Correction.mp4 (3.6 MB)
• 11. ABCD… Testing - The Bonferroni Correction.srt (3.0 KB)
• 12. Statistical Power.mp4 (4.8 MB)
• 12. Statistical Power.srt (4.0 KB)
• 13. AB Testing Pitfalls.mp4 (6.3 MB)
• 13. AB Testing Pitfalls.srt (5.2 KB)
• 14. Traditional AB Testing Summary.mp4 (6.0 MB)
• 14. Traditional AB Testing Summary.srt (5.1 KB)
• 2. Simple AB Testing Recipe.mp4 (7.8 MB)
• 2. Simple AB Testing Recipe.srt (6.7 KB)
• 3. P-Values.mp4 (6.2 MB)
• 3. P-Values.srt (5.1 KB)
• 4. Test Characteristics, Assumptions, and Modifications.mp4 (10.5 MB)
• 4. Test Characteristics, Assumptions, and Modifications.srt (9.5 KB)
• 5. t-test in Code.mp4 (5.9 MB)
• 5. t-test in Code.srt (3.1 KB)
• 6. t-test Exercise.mp4 (8.6 MB)
• 6. t-test Exercise.srt (7.1 KB)
• 7. 0.01 vs 0.011 - Why should we care.mp4 (2.7 MB)
• 7. 0.01 vs 0.011 - Why should we care.srt (2.3 KB)
• 8. AB Test for Click-Through Rates (Chi-Square Test).mp4 (9.4 MB)
• 8. AB Test for Click-Through Rates (Chi-Square Test).srt (7.8 KB)
• 9. CTR AB Test in Code.mp4 (56.9 MB)
• 9. CTR AB Test in Code.srt (7.4 KB)

• 1. Explore vs. Exploit.mp4 (6.4 MB)
• 1. Explore vs. Exploit.srt (5.5 KB)
• 10. Thompson Sampling Convergence Demo.mp4 (7.6 MB)
• 10. Thompson Sampling Convergence Demo.srt (3.3 KB)
• 11. Confidence Interval Approximation vs. Beta Posterior.mp4 (11.6 MB)
• 11. Confidence Interval Approximation vs. Beta Posterior.srt (4.7 KB)
• 12. Adaptive Ad Server Exercise.mp4 (9.5 MB)
• 12. Adaptive Ad Server Exercise.srt (7.6 KB)
• 2. More about the Explore-Exploit Dilemma.mp4 (43.8 MB)
• 2. More about the Explore-Exploit Dilemma.srt (9.9 KB)
• 3. The Epsilon-Greedy Solution.mp4 (15.3 MB)
• 3. The Epsilon-Greedy Solution.srt (3.9 KB)
• 4. UCB1.mp4 (7.2 MB)
• 4. UCB1.srt (6.0 KB)
• 5. Conjugate Priors.mp4 (11.1 MB)
• 5. Conjugate Priors.srt (9.2 KB)
• 6. Bayesian AB Testing.mp4 (6.6 MB)
• 6. Bayesian AB Testing.srt (5.3 KB)
• 7. Bayesian AB Testing in Code.mp4 (19.5 MB)
• 7. Bayesian AB Testing in Code.srt (7.3 KB)
• 8. The Online Nature of Bayesian AB Testing.mp4 (4.1 MB)
• 8. The Online Nature of Bayesian AB Testing.srt (3.3 KB)
• 9. Finding a Threshold Without P-Values.mp4 (7.7 MB)
• 9. Finding a Threshold Without P-Values.srt (6.2 KB)

• 1. Exercise Compare different strategies.mp4 (3.3 MB)
• 1. Exercise Compare different strategies.srt (2.9 KB)
• 2. Intro to Exercises on Conjugate Priors.mp4 (27.6 MB)
• 2. Intro to Exercises on Conjugate Priors.srt (7.8 KB)
• 3. Exercise Die Roll.mp4 (4.0 MB)
• 3. Exercise Die Roll.srt (3.2 KB)
• 4. Exercise Gaussians.mp4 (8.8 MB)
• 4. Exercise Gaussians.srt (7.0 KB)
• 5. Exercise Gaussian Implementation.mp4 (8.0 MB)
• 5. Exercise Gaussian Implementation.srt (2.5 KB)
• 6. The most important quiz of all - Obtaining an infinite amount of practice.mp4 (49.9 MB)
• 6. The most important quiz of all - Obtaining an infinite amount of practice.srt (12.9 KB)

• 1. What is the Appendix.mp4 (5.5 MB)
• 1. What is the Appendix.srt (3.7 KB)
• 10. What order should I take your courses in (part 1).mp4 (29.3 MB)
• 10. What order should I take your courses in (part 1).srt (16.0 KB)
• 11. What order should I take your courses in (part 2).mp4 (37.6 MB)
• 11. What order should I take your courses in (part 2).srt (23.0 KB)
• 12. BONUS Where to get Udemy coupons and FREE deep learning material.mp4 (37.8 MB)
• 12. BONUS Where to get Udemy coupons and FREE deep learning material.srt (7.9 KB)
• 2. Windows-Focused Environment Setup 2018.mp4 (186.4 MB)
• 2. Windows-Focused Environment Setup 2018.srt (20.1 KB)
• 3. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4 (43.9 MB)
• 3. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.srt (14.5 KB)
• 4. How to Code by Yourself (part 1).mp4 (24.5 MB)
• 4. How to Code by Yourself (part 1).srt (22.8 KB)
• 5. How to Code by Yourself (part 2).mp4 (14.8 MB)
• 5. How to Code by Yourself (part 2).srt (13.3 KB)
• 6. How to Succeed in this Course (Long Version).mp4 (12.6 MB)
• 6. How to Succeed in this Course (Long Version).srt (14.6 KB)
• 7. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4 (39.0 MB)
• 7. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.srt (31.8 KB)
• 8. Proof that using Jupyter Notebook is the same as not using it.mp4 (78.3 MB)
• 8. Proof that using Jupyter Notebook is the same as not using it.srt (14.1 KB)
• 9. Python 2 vs Python 3.mp4 (7.8 MB)
• 9. Python 2 vs Python 3.srt (6.1 KB)

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