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[DesireCourse.Net] Udemy - Bayesian Machine Learning in Python AB Testing

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视频 2021-9-24 04:35 2024-12-26 14:44 224 1.35 GB 61
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文件列表
  1. 1. Introduction and Outline/1. What's this course all about.mp429.3MB
  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.mp427.93MB
  4. 10. Appendix FAQ/1. What is the Appendix.mp45.45MB
  5. 10. Appendix FAQ/2. BONUS Where to get Udemy coupons and FREE deep learning material.mp437.84MB
  6. 2. The High-Level Picture/1. Real-World Examples of AB Testing.mp438.54MB
  7. 2. The High-Level Picture/2. What is Bayesian Machine Learning.mp454.65MB
  8. 3. Bayes Rule and Probability Review/1. Review Section Introduction.mp46.38MB
  9. 3. Bayes Rule and Probability Review/10. Confidence Intervals.mp415.37MB
  10. 3. Bayes Rule and Probability Review/11. What is the Bayesian Paradigm.mp49.89MB
  11. 3. Bayes Rule and Probability Review/12. Suggestion Box.mp416.15MB
  12. 3. Bayes Rule and Probability Review/2. Probability and Bayes' Rule Review.mp421.85MB
  13. 3. Bayes Rule and Probability Review/3. Calculating Probabilities - Practice.mp441.73MB
  14. 3. Bayes Rule and Probability Review/4. The Gambler.mp427.32MB
  15. 3. Bayes Rule and Probability Review/5. The Monty Hall Problem.mp428.07MB
  16. 3. Bayes Rule and Probability Review/6. Maximum Likelihood Estimation - Bernoulli.mp443.81MB
  17. 3. Bayes Rule and Probability Review/7. Click-Through Rates (CTR).mp49.5MB
  18. 3. Bayes Rule and Probability Review/8. Maximum Likelihood Estimation - Gaussian (pt 1).mp440.91MB
  19. 3. Bayes Rule and Probability Review/9. Maximum Likelihood Estimation - Gaussian (pt 2).mp432.02MB
  20. 4. Traditional AB Testing/1. AB Testing Problem Setup.mp46.93MB
  21. 4. Traditional AB Testing/10. Chi-Square Exercise.mp44.11MB
  22. 4. Traditional AB Testing/11. ABCD… Testing - The Bonferroni Correction.mp43.64MB
  23. 4. Traditional AB Testing/12. Statistical Power.mp44.8MB
  24. 4. Traditional AB Testing/13. AB Testing Pitfalls.mp46.25MB
  25. 4. Traditional AB Testing/14. Traditional AB Testing Summary.mp45.97MB
  26. 4. Traditional AB Testing/2. Simple AB Testing Recipe.mp47.83MB
  27. 4. Traditional AB Testing/3. P-Values.mp46.2MB
  28. 4. Traditional AB Testing/4. Test Characteristics, Assumptions, and Modifications.mp410.5MB
  29. 4. Traditional AB Testing/5. t-test in Code.mp45.88MB
  30. 4. Traditional AB Testing/6. t-test Exercise.mp48.58MB
  31. 4. Traditional AB Testing/7. 0.01 vs 0.011 - Why should we care.mp42.73MB
  32. 4. Traditional AB Testing/8. AB Test for Click-Through Rates (Chi-Square Test).mp49.4MB
  33. 4. Traditional AB Testing/9. CTR AB Test in Code.mp456.96MB
  34. 5. Bayesian AB Testing/1. Explore vs. Exploit.mp46.4MB
  35. 5. Bayesian AB Testing/10. Thompson Sampling Convergence Demo.mp47.6MB
  36. 5. Bayesian AB Testing/11. Confidence Interval Approximation vs. Beta Posterior.mp411.59MB
  37. 5. Bayesian AB Testing/12. Adaptive Ad Server Exercise.mp49.46MB
  38. 5. Bayesian AB Testing/2. More about the Explore-Exploit Dilemma.mp443.75MB
  39. 5. Bayesian AB Testing/3. The Epsilon-Greedy Solution.mp415.28MB
  40. 5. Bayesian AB Testing/4. UCB1.mp47.25MB
  41. 5. Bayesian AB Testing/5. Conjugate Priors.mp411.1MB
  42. 5. Bayesian AB Testing/6. Bayesian AB Testing.mp46.56MB
  43. 5. Bayesian AB Testing/7. Bayesian AB Testing in Code.mp419.49MB
  44. 5. Bayesian AB Testing/8. The Online Nature of Bayesian AB Testing.mp44.09MB
  45. 5. Bayesian AB Testing/9. Finding a Threshold Without P-Values.mp47.71MB
  46. 6. Practice Makes Perfect/1. Exercise Compare different strategies.mp43.27MB
  47. 6. Practice Makes Perfect/2. Intro to Exercises on Conjugate Priors.mp427.61MB
  48. 6. Practice Makes Perfect/3. Exercise Die Roll.mp43.98MB
  49. 6. Practice Makes Perfect/4. Exercise Gaussians.mp48.83MB
  50. 6. Practice Makes Perfect/5. Exercise Gaussian Implementation.mp47.99MB
  51. 6. Practice Makes Perfect/6. The most important quiz of all - Obtaining an infinite amount of practice.mp449.94MB
  52. 7. Setting Up Your Environment/1. Windows-Focused Environment Setup 2018.mp4186.44MB
  53. 7. Setting Up Your Environment/2. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp443.92MB
  54. 8. Extra Help With Python Coding for Beginners/1. How to Code by Yourself (part 1).mp424.54MB
  55. 8. Extra Help With Python Coding for Beginners/2. How to Code by Yourself (part 2).mp414.81MB
  56. 8. Extra Help With Python Coding for Beginners/3. Proof that using Jupyter Notebook is the same as not using it.mp478.29MB
  57. 8. Extra Help With Python Coding for Beginners/4. Python 2 vs Python 3.mp47.84MB
  58. 9. Effective Learning Strategies for Machine Learning/1. How to Succeed in this Course (Long Version).mp412.61MB
  59. 9. Effective Learning Strategies for Machine Learning/2. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp438.96MB
  60. 9. Effective Learning Strategies for Machine Learning/3. What order should I take your courses in (part 1).mp429.33MB
  61. 9. Effective Learning Strategies for Machine Learning/4. What order should I take your courses in (part 2).mp437.63MB
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