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#Statistics

5 posts tagged with Statistics

Unit 5 - Bayesian statistics

Notes on Bayesian inference, prior and posterior distributions, Bayes estimators, and Jeffreys' prior from MITx Fundamentals of Statistics

7 min

Unit 4 - Hypothesis testing

Notes on T-tests, Wald's test, likelihood ratio tests, and goodness of fit tests from MITx 18.6501x Fundamentals of Statistics

17 min

Unit 3 - Methods of Estimation

Notes on MLE, method of moments, M-estimation, Fisher information, and delta method from MITx Fundamentals of Statistics

23 min

Unit 2 - Foundation of Inference

Notes on estimation, confidence intervals, hypothesis testing, and the delta method from MITx Fundamentals of Statistics

11 min

Unit 1 - Introduction to Statistics

Notes from MITx 18.6501x Fundamentals of Statistics covering probability, statistics, LLN, CLT, and fundamental inequalities

7 min