Download Udemy - Bayesian Machine Learning in Python - A - B Testing Torrent

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Udemy - Bayesian Machine Learning in Python - A - B Testing

Bonus Resources.txt

TXT

102.4 B

Get Bonus Downloads Here.url

URL

204.8 B

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1 - Introduction and Outline

1. What's this course all about.en_US.srt

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1. What's this course all about.mp4

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18.2 MB

10 - Extra Help With Python Coding for Beginners (FAQ by Student Request)

11 - Effective Learning Strategies for Machine Learning (FAQ by Student Request)

12 - Appendix FAQ Finale

2 - The High-Level Picture

3 - Bayes Rule and Probability Review

10. The Monty Hall Problem.en_US.srt

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10. The Monty Hall Problem.mp4

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15.8 MB

11. Maximum Likelihood Estimation - Bernoulli.en_US.srt

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11. Maximum Likelihood Estimation - Bernoulli.mp4

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24.4 MB

12. Click-Through Rates (CTR).en_US.srt

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12. Click-Through Rates (CTR).mp4

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5.2 MB

13. Maximum Likelihood Estimation - Gaussian (pt 1).en_US.srt

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

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22.9 MB

14. Maximum Likelihood Estimation - Gaussian (pt 2).en_US.srt

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

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18 MB

15. CDFs and Percentiles.en_US.srt

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15. CDFs and Percentiles.mp4

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21.9 MB

16. Probability Review in Code.en_US.srt

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16. Probability Review in Code.mp4

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33 MB

17. Probability Review Section Summary.en_US.srt

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17. Probability Review Section Summary.mp4

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13.7 MB

18. Remedial Statistics vs Machine Learning.en_US.srt

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18. Remedial Statistics vs Machine Learning.mp4

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19.8 MB

19. Suggestion Box.en_US.srt

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19. Suggestion Box.mp4

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39.9 MB

4 - Traditional A B Testing

20. Confidence Intervals (pt 1) - Intuition.en_US.srt

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20. Confidence Intervals (pt 1) - Intuition.mp4

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12.8 MB

21. Confidence Intervals (pt 2) - Beginner Level.en_US.srt

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21. Confidence Intervals (pt 2) - Beginner Level.mp4

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11.9 MB

22. Confidence Intervals (pt 3) - Intermediate Level.en_US.srt

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22. Confidence Intervals (pt 3) - Intermediate Level.mp4

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21.5 MB

23. Confidence Intervals (pt 4) - Intermediate Level.en_US.srt

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23. Confidence Intervals (pt 4) - Intermediate Level.mp4

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25.8 MB

24. Confidence Intervals (pt 5) - Intermediate Level.en_US.srt

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24. Confidence Intervals (pt 5) - Intermediate Level.mp4

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22.8 MB

25. Colab Notebook.url

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25. Confidence Intervals Code.en_US.srt

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25. Confidence Intervals Code.mp4

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28.8 MB

26. Hypothesis Testing - Examples.en_US.srt

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26. Hypothesis Testing - Examples.mp4

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18.4 MB

27. Statistical Significance.en_US.srt

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27. Statistical Significance.mp4

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12.9 MB

28. Hypothesis Testing - The API Approach.en_US.srt

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28. Hypothesis Testing - The API Approach.mp4

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26 MB

29. Hypothesis Testing - Accept Or Reject.en_US.srt

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29. Hypothesis Testing - Accept Or Reject.mp4

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30. Hypothesis Testing - Further Examples.en_US.srt

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30. Hypothesis Testing - Further Examples.mp4

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31. Z-Test Theory (pt 1).en_US.srt

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31. Z-Test Theory (pt 1).mp4

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32. Z-Test Theory (pt 2).en_US.srt

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32. Z-Test Theory (pt 2).mp4

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33. Colab Notebook.url

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33. Z-Test Code (pt 1).en_US.srt

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33. Z-Test Code (pt 1).mp4

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34. Z-Test Code (pt 2).en_US.srt

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34. Z-Test Code (pt 2).mp4

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34.2 MB

35. A B Test Exercise.en_US.srt

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35. A B Test Exercise.mp4

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8.6 MB

36. Classical A B Testing Section Summary.en_US.srt

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36. Classical A B Testing Section Summary.mp4

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25.4 MB

5 - Bayesian A B Testing

37. Section Introduction The Explore-Exploit Dilemma.en_US.srt

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37. Section Introduction The Explore-Exploit Dilemma.mp4

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28.1 MB

38. Applications of the Explore-Exploit Dilemma.en_US.srt

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38. Applications of the Explore-Exploit Dilemma.mp4

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25.6 MB

39. Epsilon-Greedy Theory.en_US.srt

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39. Epsilon-Greedy Theory.mp4

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40. Calculating a Sample Mean (pt 1).en_US.srt

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40. Calculating a Sample Mean (pt 1).mp4

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41. Epsilon-Greedy Beginner's Exercise Prompt.en_US.srt

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41. Epsilon-Greedy Beginner's Exercise Prompt.mp4

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20.4 MB

42. Designing Your Bandit Program.en_US.srt

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42. Designing Your Bandit Program.mp4

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43. Epsilon-Greedy in Code.en_US.srt

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43. Epsilon-Greedy in Code.mp4

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44. Comparing Different Epsilons.en_US.srt

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44. Comparing Different Epsilons.mp4

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29.9 MB

45. Optimistic Initial Values Theory.en_US.srt

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45. Optimistic Initial Values Theory.mp4

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46. Optimistic Initial Values Beginner's Exercise Prompt.en_US.srt

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46. Optimistic Initial Values Beginner's Exercise Prompt.mp4

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47. Optimistic Initial Values Code.en_US.srt

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47. Optimistic Initial Values Code.mp4

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48. UCB1 Theory.en_US.srt

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48. UCB1 Theory.mp4

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49. UCB1 Beginner's Exercise Prompt.en_US.srt

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49. UCB1 Beginner's Exercise Prompt.mp4

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50. UCB1 Code.en_US.srt

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50. UCB1 Code.mp4

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51. Bayesian Bandits Thompson Sampling Theory (pt 1).en_US.srt

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51. Bayesian Bandits Thompson Sampling Theory (pt 1).mp4

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52. Bayesian Bandits Thompson Sampling Theory (pt 2).en_US.srt

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52. Bayesian Bandits Thompson Sampling Theory (pt 2).mp4

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53. Thompson Sampling Beginner's Exercise Prompt.en_US.srt

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53. Thompson Sampling Beginner's Exercise Prompt.mp4

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54. Thompson Sampling Code.en_US.srt

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54. Thompson Sampling Code.mp4

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55. Thompson Sampling With Gaussian Reward Theory.en_US.srt

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55. Thompson Sampling With Gaussian Reward Theory.mp4

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56. Thompson Sampling With Gaussian Reward Code.en_US.srt

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56. Thompson Sampling With Gaussian Reward Code.mp4

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57. Exercise on Gaussian Rewards.en_US.srt

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57. Exercise on Gaussian Rewards.mp4

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58. Why don't we just use a library.en_US.srt

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58. Why don't we just use a library.mp4

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59. Nonstationary Bandits.en_US.srt

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59. Nonstationary Bandits.mp4

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6 - Bayesian A B Testing Extension

62. More about the Explore-Exploit Dilemma.en_US.srt

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62. More about the Explore-Exploit Dilemma.mp4

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63. Confidence Interval Approximation vs. Beta Posterior.en_US.srt

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63. Confidence Interval Approximation vs. Beta Posterior.mp4

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17.5 MB

64. Adaptive Ad Server Exercise.en_US.srt

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64. Adaptive Ad Server Exercise.mp4

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7 - Practice Makes Perfect

1. Bayes Rule & Probability Review Quiz.html

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2. Traditional A B Testing Quiz.html

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3. Adaptive Methods Quiz.html

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65. Intro to Exercises on Conjugate Priors.en_US.srt

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65. Intro to Exercises on Conjugate Priors.mp4

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66. Exercise Die Roll.en_US.srt

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66. Exercise Die Roll.mp4

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

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67. The most important quiz of all - Obtaining an infinite amount of practice.mp4

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52.5 MB

8 - Appendix FAQ Intro

68. What is the Appendix.en_US.srt

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68. What is the Appendix.mp4

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9 - Setting Up Your Environment (FAQ by Student Request)

69. Pre-Installation Check.en_US.srt	SRT	5.7 KB
69. Pre-Installation Check.mp4	MP4	13.1 MB
70. Anaconda Environment Setup.en_US.srt	SRT	17.7 KB
70. Anaconda Environment Setup.mp4	MP4	309.1 MB
71. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.en_US.srt	SRT	13.4 KB
71. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4	MP4	192.3 MB

60. Bandit Summary, Real Data, and Online Learning.en_US.srt

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60. Bandit Summary, Real Data, and Online Learning.mp4

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17.1 MB

61. (Optional) Alternative Bandit Designs.en_US.srt

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61. (Optional) Alternative Bandit Designs.mp4

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34.1 MB

6. Review Section Introduction.en_US.srt

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6. Review Section Introduction.mp4

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7. Probability and Bayes' Rule Review.en_US.srt

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7. Probability and Bayes' Rule Review.mp4

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11.8 MB

8. Calculating Probabilities - Practice.en_US.srt

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8. Calculating Probabilities - Practice.mp4

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28.1 MB

9. The Gambler.en_US.srt

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9. The Gambler.mp4

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4. Real-World Examples of A B Testing.en_US.srt

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4. Real-World Examples of A B Testing.mp4

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5. What is Bayesian Machine Learning.en_US.srt

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5. What is Bayesian Machine Learning.mp4

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30.7 MB

80. BONUS.en_US.srt

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80. BONUS.mp4

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58.4 MB

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

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76. How to Succeed in this Course (Long Version).mp4

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23.8 MB

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

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77. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4

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60.5 MB

78. Machine Learning and AI Prerequisite Roadmap (pt 1).en_US.srt

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78. Machine Learning and AI Prerequisite Roadmap (pt 1).mp4

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118.8 MB

79. Machine Learning and AI Prerequisite Roadmap (pt 2).en_US.srt

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79. Machine Learning and AI Prerequisite Roadmap (pt 2).mp4

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136.6 MB

72. How to Code by Yourself (part 1).en_US.srt

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

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93.7 MB

73. How to Code by Yourself (part 2).en_US.srt

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11.7 KB

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

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29.4 MB

74. Proof that using Jupyter Notebook is the same as not using it.en_US.srt

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

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108.7 MB

75. Python 2 vs Python 3.en_US.srt

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75. Python 2 vs Python 3.mp4

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10.5 MB

2. Github Link.url

URL

102.4 B

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

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2. Where to get the code for this course.mp4

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75.1 MB

3. How to succeed in this course.en_US.srt

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3. How to succeed in this course.mp4

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9 MB

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Udemy - Bayesian Machine Learning in Python - A - B Testing

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