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Statistics for Data Science 20/21

Probability theory  
1 Introduction Video  
2 Probability spaces Video Exercises
3 Random variables Video Exercises
4 Joint distributions Video Exercises
5 Random variable transformations Video Exercises
6 Expectation and covariance Video Exercises
7 Inequalities and limits Video Exercises
Frequentist inference  
8 Foundations and maximum likelihood Video Exercises
9 Finite-sample estimator properties Video Exercises
10 Asymptotic estimator properties Video Exercises
11 Confidence intervals Video Exercises
12 Hypothesis testing Video Exercises
Bayesian inference  
13 Foundations and conjugate inference Video Exercises
14 Foundations of variational inference Video Exercises
15 Bayesian estimator properties Video Exercises