FreeCourseSite com Udemy Bayesian Machine Learning in Python AB Testing

FreeCourseSite com Udemy Bayesian Machine Learning in Python AB Testing

Name	[FreeCourseSite.com] Udemy - Bayesian Machine Learning in Python AB Testing	DOWNLOAD Copy Link
Total Size	2.9 GB
Total Files	160
Hash	03CA0B55882417E9B2049AF439DF443A60C0BBF9

/0. Websites you may like/
[CourseClub.ME].url	0.1 KB
[FCS Forum].url	0.1 KB
[FreeCourseSite.com].url	0.1 KB
/1. Introduction and Outline/
1. What's this course all about.mp4	30.7 MB
1. What's this course all about.srt	6.1 KB
2. Where to get the code for this course.mp4	31.9 MB
2. Where to get the code for this course.srt	7.7 KB
2.1 Github Link.html	0.1 KB
3. How to succeed in this course.mp4	45.9 MB
3. How to succeed in this course.srt	8.5 KB
/10. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/
1. How to Succeed in this Course (Long Version).mp4	13.2 MB
1. How to Succeed in this Course (Long Version).srt	15.0 KB
2. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4	40.8 MB
2. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.srt	32.5 KB
3. Machine Learning and AI Prerequisite Roadmap (pt 1).mp4	30.7 MB
3. Machine Learning and AI Prerequisite Roadmap (pt 1).srt	16.4 KB
4. Machine Learning and AI Prerequisite Roadmap (pt 2).mp4	39.5 MB
4. Machine Learning and AI Prerequisite Roadmap (pt 2).srt	23.6 KB
/11. Appendix FAQ Finale/
1. What is the Appendix.mp4	5.7 MB
1. What is the Appendix.srt	3.8 KB
2. BONUS Where to get Udemy coupons and FREE deep learning material.mp4	39.7 MB
2. BONUS Where to get Udemy coupons and FREE deep learning material.srt	8.1 KB
/2. The High-Level Picture/
1. Real-World Examples of AB Testing.mp4	40.4 MB
1. Real-World Examples of AB Testing.srt	9.8 KB
2. What is Bayesian Machine Learning.mp4	57.3 MB
2. What is Bayesian Machine Learning.srt	15.8 KB
/3. Bayes Rule and Probability Review/
1. Review Section Introduction.mp4	6.7 MB
1. Review Section Introduction.srt	1.7 KB
10. CDFs and Percentiles.mp4	40.2 MB
10. CDFs and Percentiles.srt	11.7 KB
11. Probability Review in Code.mp4	57.0 MB
11. Probability Review in Code.srt	12.6 KB
12. Probability Review Section Summary.mp4	25.8 MB
12. Probability Review Section Summary.srt	7.5 KB
13. Beginners Fix Your Understanding of Statistics vs Machine Learning.mp4	38.9 MB
13. Beginners Fix Your Understanding of Statistics vs Machine Learning.srt	9.5 KB
14. Suggestion Box.mp4	16.9 MB
14. Suggestion Box.srt	4.8 KB
2. Probability and Bayes' Rule Review.mp4	22.9 MB
2. Probability and Bayes' Rule Review.srt	22.9 MB
3. Calculating Probabilities - Practice.mp4	43.8 MB
3. Calculating Probabilities - Practice.srt	14.2 KB
4. The Gambler.mp4	28.7 MB
4. The Gambler.srt	7.9 KB
5. The Monty Hall Problem.mp4	29.4 MB
5. The Monty Hall Problem.srt	10.4 KB
6. Maximum Likelihood Estimation - Bernoulli.mp4	45.9 MB
6. Maximum Likelihood Estimation - Bernoulli.srt	15.0 KB
7. Click-Through Rates (CTR).mp4	9.9 MB
7. Click-Through Rates (CTR).srt	2.7 KB
8. Maximum Likelihood Estimation - Gaussian (pt 1).mp4	42.8 MB
8. Maximum Likelihood Estimation - Gaussian (pt 1).srt	13.2 KB
9. Maximum Likelihood Estimation - Gaussian (pt 2).mp4	33.6 MB
9. Maximum Likelihood Estimation - Gaussian (pt 2).srt	10.6 KB
/4. Traditional AB Testing/
1. Confidence Intervals (pt 1) - Intuition.mp4	23.8 MB
1. Confidence Intervals (pt 1) - Intuition.srt	6.7 KB
10. Hypothesis Testing - Accept Or Reject.mp4	14.0 MB
10. Hypothesis Testing - Accept Or Reject.srt	3.0 KB
11. Hypothesis Testing - Further Examples.mp4	26.2 MB
11. Hypothesis Testing - Further Examples.srt	6.4 KB
12. Z-Test Theory (pt 1).mp4	38.1 MB
12. Z-Test Theory (pt 1).srt	33.9 MB
13. Z-Test Theory (pt 2).mp4	31.9 MB
13. Z-Test Theory (pt 2).srt	10.2 KB
14. Z-Test Code (pt 1).mp4	71.2 MB
14. Z-Test Code (pt 1).srt	16.0 KB
15. Z-Test Code (pt 2).mp4	30.3 MB
15. Z-Test Code (pt 2).srt	6.7 KB
16. AB Test Exercise.mp4	16.5 MB
16. AB Test Exercise.srt	5.2 KB
17. Classical AB Testing Section Summary.mp4	48.5 MB
17. Classical AB Testing Section Summary.srt	13.1 KB
2. Confidence Intervals (pt 2) - Beginner Level.mp4	20.2 MB
2. Confidence Intervals (pt 2) - Beginner Level.srt	5.9 KB
3. Confidence Intervals (pt 3) - Intermediate Level.mp4	36.6 MB
3. Confidence Intervals (pt 3) - Intermediate Level.srt	13.0 KB
4. Confidence Intervals (pt 4) - Intermediate Level.mp4	44.7 MB
4. Confidence Intervals (pt 4) - Intermediate Level.srt	14.4 KB
5. Confidence Intervals (pt 5) - Intermediate Level.mp4	38.2 MB
5. Confidence Intervals (pt 5) - Intermediate Level.srt	13.1 KB
6. Confidence Intervals Code.mp4	34.8 MB
6. Confidence Intervals Code.srt	7.7 KB
7. Hypothesis Testing - Examples.mp4	34.2 MB
7. Hypothesis Testing - Examples.srt	9.7 KB
8. Statistical Significance.mp4	25.4 MB
8. Statistical Significance.srt	7.1 KB
9. Hypothesis Testing - The API Approach.mp4	50.5 MB
9. Hypothesis Testing - The API Approach.srt	12.1 KB
/5. Bayesian AB Testing/
1. Section Introduction The Explore-Exploit Dilemma.mp4	54.8 MB
1. Section Introduction The Explore-Exploit Dilemma.srt	14.0 KB
10. Optimistic Initial Values Beginner's Exercise Prompt.mp4	14.8 MB
10. Optimistic Initial Values Beginner's Exercise Prompt.srt	3.0 KB
11. Optimistic Initial Values Code.mp4	26.1 MB
11. Optimistic Initial Values Code.srt	5.4 KB
12. UCB1 Theory.mp4	58.5 MB
12. UCB1 Theory.srt	20.4 KB
13. UCB1 Beginner's Exercise Prompt.mp4	13.6 MB
13. UCB1 Beginner's Exercise Prompt.srt	2.8 KB
14. UCB1 Code.mp4	21.9 MB
14. UCB1 Code.srt	3.8 KB
15. Bayesian Bandits Thompson Sampling Theory (pt 1).mp4	58.9 MB
15. Bayesian Bandits Thompson Sampling Theory (pt 1).srt	17.4 KB
16. Bayesian Bandits Thompson Sampling Theory (pt 2).mp4	78.5 MB
16. Bayesian Bandits Thompson Sampling Theory (pt 2).srt	24.5 KB
17. Thompson Sampling Beginner's Exercise Prompt.mp4	19.0 MB
17. Thompson Sampling Beginner's Exercise Prompt.srt	3.5 KB
18. Thompson Sampling Code.mp4	34.8 MB
18. Thompson Sampling Code.srt	5.7 KB
19. Thompson Sampling With Gaussian Reward Theory.mp4	49.2 MB
19. Thompson Sampling With Gaussian Reward Theory.srt	15.4 KB
2. Applications of the Explore-Exploit Dilemma.mp4	49.3 MB
2. Applications of the Explore-Exploit Dilemma.srt	49.4 MB
20. Thompson Sampling With Gaussian Reward Code.mp4	45.8 MB
20. Thompson Sampling With Gaussian Reward Code.srt	7.4 KB
21. Why don't we just use a library.mp4	29.1 MB
21. Why don't we just use a library.srt	7.9 KB
22. Nonstationary Bandits.mp4	32.8 MB
22. Nonstationary Bandits.srt	9.8 KB
23. Bandit Summary, Real Data, and Online Learning.mp4	34.3 MB
23. Bandit Summary, Real Data, and Online Learning.srt	8.5 KB
24. (Optional) Alternative Bandit Designs.mp4	54.5 MB
24. (Optional) Alternative Bandit Designs.srt	14.9 KB
3. Epsilon-Greedy Theory.mp4	30.0 MB
3. Epsilon-Greedy Theory.srt	9.6 KB
4. Calculating a Sample Mean (pt 1).mp4	24.6 MB
4. Calculating a Sample Mean (pt 1).srt	7.5 KB
5. Epsilon-Greedy Beginner's Exercise Prompt.mp4	30.4 MB
5. Epsilon-Greedy Beginner's Exercise Prompt.srt	6.5 KB
6. Designing Your Bandit Program.mp4	24.4 MB
6. Designing Your Bandit Program.srt	5.6 KB
7. Epsilon-Greedy in Code.mp4	43.8 MB
7. Epsilon-Greedy in Code.srt	8.7 KB
8. Comparing Different Epsilons.mp4	46.1 MB
8. Comparing Different Epsilons.srt	7.0 KB
9. Optimistic Initial Values Theory.mp4	25.0 MB
9. Optimistic Initial Values Theory.srt	7.3 KB
/6. Bayesian AB Testing Extension/
1. More about the Explore-Exploit Dilemma.mp4	45.9 MB
1. More about the Explore-Exploit Dilemma.srt	10.2 KB
2. Confidence Interval Approximation vs. Beta Posterior.mp4	12.2 MB
2. Confidence Interval Approximation vs. Beta Posterior.srt	4.8 KB
3. Adaptive Ad Server Exercise.mp4	9.9 MB
3. Adaptive Ad Server Exercise.srt	7.8 KB
/7. Practice Makes Perfect/
1. Intro to Exercises on Conjugate Priors.mp4	28.9 MB
1. Intro to Exercises on Conjugate Priors.srt	8.0 KB
2. Exercise Die Roll.mp4	4.2 MB
2. Exercise Die Roll.srt	3.2 KB
3. The most important quiz of all - Obtaining an infinite amount of practice.mp4	49.4 MB
3. The most important quiz of all - Obtaining an infinite amount of practice.srt	12.9 KB
/8. Setting Up Your Environment (FAQ by Student Request)/
1. Windows-Focused Environment Setup 2018.mp4	195.5 MB
1. Windows-Focused Environment Setup 2018.srt	20.6 KB
2. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4	46.0 MB
2. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.srt	14.8 KB
/9. Extra Help With Python Coding for Beginners (FAQ by Student Request)/
1. How to Code by Yourself (part 1).mp4	25.7 MB
1. How to Code by Yourself (part 1).srt	23.3 KB
2. How to Code by Yourself (part 2).mp4	15.5 MB
2. How to Code by Yourself (part 2).srt	13.6 KB
3. Proof that using Jupyter Notebook is the same as not using it.mp4	82.1 MB
3. Proof that using Jupyter Notebook is the same as not using it.srt	14.5 KB
4. Python 2 vs Python 3.mp4	8.2 MB
4. Python 2 vs Python 3.srt	6.2 KB
Total files 160