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

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视频 2021-2-9 19:05 2024-11-27 12:10 254 2.63 GB 78
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FreeCourseSite com Udemy - Bayesian Machine Learning in Python AB Testing

文件列表
  1. 1. Introduction and Outline/1. What's this course all about.mp429.29MB
  2. 1. Introduction and Outline/2. Where to get the code for this course.mp430.4MB
  3. 1. Introduction and Outline/3. How to succeed in this course.mp443.82MB
  4. 10. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/1. How to Succeed in this Course (Long Version).mp412.6MB
  5. 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
  6. 10. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/3. Machine Learning and AI Prerequisite Roadmap (pt 1).mp429.32MB
  7. 10. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/4. Machine Learning and AI Prerequisite Roadmap (pt 2).mp437.63MB
  8. 11. Appendix FAQ Finale/1. What is the Appendix.mp45.45MB
  9. 11. Appendix FAQ Finale/2. BONUS Where to get Udemy coupons and FREE deep learning material.mp437.84MB
  10. 2. The High-Level Picture/1. Real-World Examples of AB Testing.mp438.54MB
  11. 2. The High-Level Picture/2. What is Bayesian Machine Learning.mp454.65MB
  12. 3. Bayes Rule and Probability Review/1. Review Section Introduction.mp46.38MB
  13. 3. Bayes Rule and Probability Review/10. CDFs and Percentiles.mp438.35MB
  14. 3. Bayes Rule and Probability Review/11. Probability Review in Code.mp454.32MB
  15. 3. Bayes Rule and Probability Review/12. Probability Review Section Summary.mp424.64MB
  16. 3. Bayes Rule and Probability Review/13. Beginners Fix Your Understanding of Statistics vs Machine Learning.mp437.06MB
  17. 3. Bayes Rule and Probability Review/14. Suggestion Box.mp416.14MB
  18. 3. Bayes Rule and Probability Review/2. Probability and Bayes' Rule Review.mp421.85MB
  19. 3. Bayes Rule and Probability Review/3. Calculating Probabilities - Practice.mp441.74MB
  20. 3. Bayes Rule and Probability Review/4. The Gambler.mp427.33MB
  21. 3. Bayes Rule and Probability Review/5. The Monty Hall Problem.mp428.07MB
  22. 3. Bayes Rule and Probability Review/6. Maximum Likelihood Estimation - Bernoulli.mp443.81MB
  23. 3. Bayes Rule and Probability Review/7. Click-Through Rates (CTR).mp49.49MB
  24. 3. Bayes Rule and Probability Review/8. Maximum Likelihood Estimation - Gaussian (pt 1).mp440.84MB
  25. 3. Bayes Rule and Probability Review/9. Maximum Likelihood Estimation - Gaussian (pt 2).mp432.01MB
  26. 4. Traditional AB Testing/1. Confidence Intervals (pt 1) - Intuition.mp422.67MB
  27. 4. Traditional AB Testing/10. Hypothesis Testing - Accept Or Reject.mp413.32MB
  28. 4. Traditional AB Testing/11. Hypothesis Testing - Further Examples.mp425MB
  29. 4. Traditional AB Testing/12. Z-Test Theory (pt 1).mp436.32MB
  30. 4. Traditional AB Testing/13. Z-Test Theory (pt 2).mp430.43MB
  31. 4. Traditional AB Testing/14. Z-Test Code (pt 1).mp467.91MB
  32. 4. Traditional AB Testing/15. Z-Test Code (pt 2).mp428.94MB
  33. 4. Traditional AB Testing/16. AB Test Exercise.mp415.76MB
  34. 4. Traditional AB Testing/17. Classical AB Testing Section Summary.mp446.29MB
  35. 4. Traditional AB Testing/2. Confidence Intervals (pt 2) - Beginner Level.mp419.31MB
  36. 4. Traditional AB Testing/3. Confidence Intervals (pt 3) - Intermediate Level.mp434.88MB
  37. 4. Traditional AB Testing/4. Confidence Intervals (pt 4) - Intermediate Level.mp442.64MB
  38. 4. Traditional AB Testing/5. Confidence Intervals (pt 5) - Intermediate Level.mp436.4MB
  39. 4. Traditional AB Testing/6. Confidence Intervals Code.mp433.17MB
  40. 4. Traditional AB Testing/7. Hypothesis Testing - Examples.mp432.59MB
  41. 4. Traditional AB Testing/8. Statistical Significance.mp424.24MB
  42. 4. Traditional AB Testing/9. Hypothesis Testing - The API Approach.mp448.18MB
  43. 5. Bayesian AB Testing/1. Section Introduction The Explore-Exploit Dilemma.mp452.26MB
  44. 5. Bayesian AB Testing/10. Optimistic Initial Values Beginner's Exercise Prompt.mp414.1MB
  45. 5. Bayesian AB Testing/11. Optimistic Initial Values Code.mp424.89MB
  46. 5. Bayesian AB Testing/12. UCB1 Theory.mp455.79MB
  47. 5. Bayesian AB Testing/13. UCB1 Beginner's Exercise Prompt.mp413.01MB
  48. 5. Bayesian AB Testing/14. UCB1 Code.mp420.93MB
  49. 5. Bayesian AB Testing/15. Bayesian Bandits Thompson Sampling Theory (pt 1).mp456.19MB
  50. 5. Bayesian AB Testing/16. Bayesian Bandits Thompson Sampling Theory (pt 2).mp474.83MB
  51. 5. Bayesian AB Testing/17. Thompson Sampling Beginner's Exercise Prompt.mp418.16MB
  52. 5. Bayesian AB Testing/18. Thompson Sampling Code.mp433.19MB
  53. 5. Bayesian AB Testing/19. Thompson Sampling With Gaussian Reward Theory.mp446.9MB
  54. 5. Bayesian AB Testing/2. Applications of the Explore-Exploit Dilemma.mp447.05MB
  55. 5. Bayesian AB Testing/20. Thompson Sampling With Gaussian Reward Code.mp443.72MB
  56. 5. Bayesian AB Testing/21. Why don't we just use a library.mp427.75MB
  57. 5. Bayesian AB Testing/22. Nonstationary Bandits.mp431.3MB
  58. 5. Bayesian AB Testing/23. Bandit Summary, Real Data, and Online Learning.mp432.74MB
  59. 5. Bayesian AB Testing/24. (Optional) Alternative Bandit Designs.mp452.01MB
  60. 5. Bayesian AB Testing/3. Epsilon-Greedy Theory.mp428.63MB
  61. 5. Bayesian AB Testing/4. Calculating a Sample Mean (pt 1).mp423.42MB
  62. 5. Bayesian AB Testing/5. Epsilon-Greedy Beginner's Exercise Prompt.mp429MB
  63. 5. Bayesian AB Testing/6. Designing Your Bandit Program.mp423.28MB
  64. 5. Bayesian AB Testing/7. Epsilon-Greedy in Code.mp441.74MB
  65. 5. Bayesian AB Testing/8. Comparing Different Epsilons.mp443.93MB
  66. 5. Bayesian AB Testing/9. Optimistic Initial Values Theory.mp423.86MB
  67. 6. Bayesian AB Testing Extension/1. More about the Explore-Exploit Dilemma.mp443.76MB
  68. 6. Bayesian AB Testing Extension/2. Confidence Interval Approximation vs. Beta Posterior.mp411.6MB
  69. 6. Bayesian AB Testing Extension/3. Adaptive Ad Server Exercise.mp49.46MB
  70. 7. Practice Makes Perfect/1. Intro to Exercises on Conjugate Priors.mp427.61MB
  71. 7. Practice Makes Perfect/2. Exercise Die Roll.mp43.97MB
  72. 7. Practice Makes Perfect/3. The most important quiz of all - Obtaining an infinite amount of practice.mp447.13MB
  73. 8. Setting Up Your Environment (FAQ by Student Request)/1. Windows-Focused Environment Setup 2018.mp4186.44MB
  74. 8. Setting Up Your Environment (FAQ by Student Request)/2. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp443.92MB
  75. 9. Extra Help With Python Coding for Beginners (FAQ by Student Request)/1. How to Code by Yourself (part 1).mp424.54MB
  76. 9. Extra Help With Python Coding for Beginners (FAQ by Student Request)/2. How to Code by Yourself (part 2).mp414.8MB
  77. 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
  78. 9. Extra Help With Python Coding for Beginners (FAQ by Student Request)/4. Python 2 vs Python 3.mp47.83MB
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