Filename Size 01 Introduction and Outline/001 What's this course all about_.en.srt 6.2 KB 01 Introduction and Outline/001 What's this course all about_.mp4 29.3 MB 01 Introduction and Outline/002 Where to get the code for this course.en.srt 7.8 KB 01 Introduction and Outline/002 Where to get the code for this course.mp4 30.4 MB 01 Introduction and Outline/003 How to succeed in this course.en.srt 8.6 KB 01 Introduction and Outline/003 How to succeed in this course.mp4 43.8 MB 01 Introduction and Outline/external-assets-links.txt 80 B 02 The High-Level Picture/004 Real-World Examples of A_B Testing.en.srt 9.9 KB 02 The High-Level Picture/004 Real-World Examples of A_B Testing.mp4 38.5 MB 02 The High-Level Picture/005 What is Bayesian Machine Learning_.en.srt 16 KB 02 The High-Level Picture/005 What is Bayesian Machine Learning_.mp4 54.7 MB 03 Bayes Rule and Probability Review/006 Review Section Introduction.en.srt 1.7 KB 03 Bayes Rule and Probability Review/006 Review Section Introduction.mp4 6.4 MB 03 Bayes Rule and Probability Review/007 Probability and Bayes' Rule Review.en.srt 6.9 KB 03 Bayes Rule and Probability Review/007 Probability and Bayes' Rule Review.mp4 21.8 MB 03 Bayes Rule and Probability Review/008 Calculating Probabilities - Practice.en.srt 14.4 KB 03 Bayes Rule and Probability Review/008 Calculating Probabilities - Practice.mp4 41.7 MB 03 Bayes Rule and Probability Review/009 The Gambler.en.srt 8 KB 03 Bayes Rule and Probability Review/009 The Gambler.mp4 27.3 MB 03 Bayes Rule and Probability Review/010 The Monty Hall Problem.en.srt 10.6 KB 03 Bayes Rule and Probability Review/010 The Monty Hall Problem.mp4 28.1 MB 03 Bayes Rule and Probability Review/011 Maximum Likelihood Estimation - Bernoulli.en.srt 15.2 KB 03 Bayes Rule and Probability Review/011 Maximum Likelihood Estimation - Bernoulli.mp4 43.8 MB 03 Bayes Rule and Probability Review/012 Click-Through Rates (CTR).en.srt 2.8 KB 03 Bayes Rule and Probability Review/012 Click-Through Rates (CTR).mp4 9.5 MB 03 Bayes Rule and Probability Review/013 Maximum Likelihood Estimation - Gaussian (pt 1).en.srt 13.4 KB 03 Bayes Rule and Probability Review/013 Maximum Likelihood Estimation - Gaussian (pt 1).mp4 40.8 MB 03 Bayes Rule and Probability Review/014 Maximum Likelihood Estimation - Gaussian (pt 2).en.srt 10.7 KB 03 Bayes Rule and Probability Review/014 Maximum Likelihood Estimation - Gaussian (pt 2).mp4 32 MB 03 Bayes Rule and Probability Review/015 CDFs and Percentiles.en.srt 11.8 KB 03 Bayes Rule and Probability Review/015 CDFs and Percentiles.mp4 38.3 MB 03 Bayes Rule and Probability Review/016 Probability Review in Code.en.srt 12.8 KB 03 Bayes Rule and Probability Review/016 Probability Review in Code.mp4 54.3 MB 03 Bayes Rule and Probability Review/017 Probability Review Section Summary.en.srt 7.6 KB 03 Bayes Rule and Probability Review/017 Probability Review Section Summary.mp4 24.6 MB 03 Bayes Rule and Probability Review/018 Beginners_ Fix Your Understanding of Statistics vs Machine Learning.en.srt 9.6 KB 03 Bayes Rule and Probability Review/018 Beginners_ Fix Your Understanding of Statistics vs Machine Learning.mp4 37 MB 03 Bayes Rule and Probability Review/019 Suggestion Box.en.srt 4.9 KB 03 Bayes Rule and Probability Review/019 Suggestion Box.mp4 16.1 MB 04 Traditional A_B Testing/020 Confidence Intervals (pt 1) - Intuition.en.srt 6.8 KB 04 Traditional A_B Testing/020 Confidence Intervals (pt 1) - Intuition.mp4 22.7 MB 04 Traditional A_B Testing/021 Confidence Intervals (pt 2) - Beginner Level.en.srt 6 KB 04 Traditional A_B Testing/021 Confidence Intervals (pt 2) - Beginner Level.mp4 19.3 MB 04 Traditional A_B Testing/022 Confidence Intervals (pt 3) - Intermediate Level.en.srt 13.1 KB 04 Traditional A_B Testing/022 Confidence Intervals (pt 3) - Intermediate Level.mp4 34.9 MB 04 Traditional A_B Testing/023 Confidence Intervals (pt 4) - Intermediate Level.en.srt 14.6 KB 04 Traditional A_B Testing/023 Confidence Intervals (pt 4) - Intermediate Level.mp4 42.6 MB 04 Traditional A_B Testing/024 Confidence Intervals (pt 5) - Intermediate Level.en.srt 13.3 KB 04 Traditional A_B Testing/024 Confidence Intervals (pt 5) - Intermediate Level.mp4 36.6 MB 04 Traditional A_B Testing/025 Confidence Intervals Code.en.srt 7.8 KB 04 Traditional A_B Testing/025 Confidence Intervals Code.mp4 33.2 MB 04 Traditional A_B Testing/026 Hypothesis Testing - Examples.en.srt 9.8 KB 04 Traditional A_B Testing/026 Hypothesis Testing - Examples.mp4 32.6 MB 04 Traditional A_B Testing/027 Statistical Significance.en.srt 7.2 KB 04 Traditional A_B Testing/027 Statistical Significance.mp4 24.2 MB 04 Traditional A_B Testing/028 Hypothesis Testing - The API Approach.en.srt 12.2 KB 04 Traditional A_B Testing/028 Hypothesis Testing - The API Approach.mp4 48.2 MB 04 Traditional A_B Testing/029 Hypothesis Testing - Accept Or Reject_.en.srt 3 KB 04 Traditional A_B Testing/029 Hypothesis Testing - Accept Or Reject_.mp4 13.3 MB 04 Traditional A_B Testing/030 Hypothesis Testing - Further Examples.en.srt 6.5 KB 04 Traditional A_B Testing/030 Hypothesis Testing - Further Examples.mp4 25 MB 04 Traditional A_B Testing/031 Z-Test Theory (pt 1).en.srt 10.7 KB 04 Traditional A_B Testing/031 Z-Test Theory (pt 1).mp4 36.3 MB 04 Traditional A_B Testing/032 Z-Test Theory (pt 2).en.srt 10.4 KB 04 Traditional A_B Testing/032 Z-Test Theory (pt 2).mp4 30.4 MB 04 Traditional A_B Testing/033 Z-Test Code (pt 1).en.srt 16.2 KB 04 Traditional A_B Testing/033 Z-Test Code (pt 1).mp4 67.9 MB 04 Traditional A_B Testing/034 Z-Test Code (pt 2).en.srt 6.7 KB 04 Traditional A_B Testing/034 Z-Test Code (pt 2).mp4 28.9 MB 04 Traditional A_B Testing/035 A_B Test Exercise.en.srt 5.3 KB 04 Traditional A_B Testing/035 A_B Test Exercise.mp4 15.7 MB 04 Traditional A_B Testing/036 Classical A_B Testing Section Summary.en.srt 13.2 KB 04 Traditional A_B Testing/036 Classical A_B Testing Section Summary.mp4 46.3 MB 05 Bayesian A_B Testing/037 Section Introduction_ The Explore-Exploit Dilemma.en.srt 14.3 KB 05 Bayesian A_B Testing/037 Section Introduction_ The Explore-Exploit Dilemma.mp4 52.2 MB 05 Bayesian A_B Testing/038 Applications of the Explore-Exploit Dilemma.en.srt 10.8 KB 05 Bayesian A_B Testing/038 Applications of the Explore-Exploit Dilemma.mp4 47.1 MB 05 Bayesian A_B Testing/039 Epsilon-Greedy Theory.en.srt 9.7 KB 05 Bayesian A_B Testing/039 Epsilon-Greedy Theory.mp4 28.6 MB 05 Bayesian A_B Testing/040 Calculating a Sample Mean (pt 1).en.srt 7.6 KB 05 Bayesian A_B Testing/040 Calculating a Sample Mean (pt 1).mp4 23.4 MB 05 Bayesian A_B Testing/041 Epsilon-Greedy Beginner's Exercise Prompt.en.srt 6.6 KB 05 Bayesian A_B Testing/041 Epsilon-Greedy Beginner's Exercise Prompt.mp4 29 MB 05 Bayesian A_B Testing/042 Designing Your Bandit Program.en.srt 5.7 KB 05 Bayesian A_B Testing/042 Designing Your Bandit Program.mp4 23.3 MB 05 Bayesian A_B Testing/043 Epsilon-Greedy in Code.en.srt 8.8 KB 05 Bayesian A_B Testing/043 Epsilon-Greedy in Code.mp4 41.7 MB 05 Bayesian A_B Testing/044 Comparing Different Epsilons.en.srt 7.1 KB 05 Bayesian A_B Testing/044 Comparing Different Epsilons.mp4 43.9 MB 05 Bayesian A_B Testing/045 Optimistic Initial Values Theory.en.srt 7.4 KB 05 Bayesian A_B Testing/045 Optimistic Initial Values Theory.mp4 23.9 MB 05 Bayesian A_B Testing/046 Optimistic Initial Values Beginner's Exercise Prompt.en.srt 3 KB 05 Bayesian A_B Testing/046 Optimistic Initial Values Beginner's Exercise Prompt.mp4 14.1 MB