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 1. Introduction and Outline

  1. What's this course all about.srt

  2. Where to get the code for this course.srt

  3. How to succeed in this course.srt

 10. Appendix FAQ

  1. What is the Appendix.srt

  2. BONUS Where to get Udemy coupons and FREE deep learning material.srt

 2. The High-Level Picture

  1. Real-World Examples of AB Testing.srt

  2. What is Bayesian Machine Learning.srt

 3. Bayes Rule and Probability Review

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  1. Review Section Introduction.mp4

  10. Confidence Intervals.mp4

  11. What is the Bayesian Paradigm.mp4

  12. Suggestion Box.mp4

  2. Probability and Bayes' Rule Review.mp4

  3. Calculating Probabilities - Practice.mp4

  4. The Gambler.mp4

  5. The Monty Hall Problem.mp4

  6. Maximum Likelihood Estimation - Bernoulli.mp4

  7. Click-Through Rates (CTR).mp4

  8. Maximum Likelihood Estimation - Gaussian (pt 1).mp4

  9. Maximum Likelihood Estimation - Gaussian (pt 2).mp4

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 4. Traditional AB Testing

  1. AB Testing Problem Setup.srt

  10. Chi-Square Exercise.srt

  11. ABCD… Testing - The Bonferroni Correction.srt

  12. Statistical Power.srt

  13. AB Testing Pitfalls.srt

  14. Traditional AB Testing Summary.srt

  2. Simple AB Testing Recipe.srt

  3. P-Values.srt

  4. Test Characteristics, Assumptions, and Modifications.srt

  5. t-test in Code.srt

  6. t-test Exercise.srt

  7. 0.01 vs 0.011 - Why should we care.srt

  8. AB Test for Click-Through Rates (Chi-Square Test).srt

  9. CTR AB Test in Code.srt

 5. Bayesian AB Testing

  1. Explore vs. Exploit.srt

  10. Thompson Sampling Convergence Demo.srt

  11. Confidence Interval Approximation vs. Beta Posterior.srt

  12. Adaptive Ad Server Exercise.srt

  2. More about the Explore-Exploit Dilemma.srt

  3. The Epsilon-Greedy Solution.srt

  4. UCB1.srt

  5. Conjugate Priors.srt

  6. Bayesian AB Testing.srt

  7. Bayesian AB Testing in Code.srt

  8. The Online Nature of Bayesian AB Testing.srt

  9. Finding a Threshold Without P-Values.srt

 6. Practice Makes Perfect

  1. Exercise Compare different strategies.srt

  2. Intro to Exercises on Conjugate Priors.srt

  3. Exercise Die Roll.srt

  4. Exercise Gaussians.srt

  5. Exercise Gaussian Implementation.srt

  6. The most important quiz of all - Obtaining an infinite amount of practice.srt

 7. Setting Up Your Environment

  1. Windows-Focused Environment Setup 2018.srt

  2. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.srt

 8. Extra Help With Python Coding for Beginners

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  1. How to Code by Yourself (part 1).mp4

  2. How to Code by Yourself (part 2).mp4

  3. Proof that using Jupyter Notebook is the same as not using it.mp4

  4. Python 2 vs Python 3.mp4

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 9. Effective Learning Strategies for Machine Learning

  1. How to Succeed in this Course (Long Version).srt

  2. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.srt

  3. What order should I take your courses in (part 1).srt

  4. What order should I take your courses in (part 2).srt

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