Welcome!
I Review
1
Probability Review
Learning Goals
(Optional) Textbook Reading Guide
II Estimation
2
Estimation
Learning Goals
2.1
Maximum Likelihood Estimation
Textbook Reading Guide
Corresponding Videos
2.2
The Method of Moments
Textbook Reading Guide
Corresponding Videos
3
Properties of Estimators
Learning Goals
3.1
Bias and Variance
Textbook Reading Guide
Corresponding Videos
3.2
Cramer-Rao Lower Bound
Textbook Reading Guide
Corresponding Videos
3.3
Consistency and Other Asymptotic Properties
Textbook Reading Guide
Corresponding Videos
4
Bayesian Statistics
Learning Goals
4.1
Prior and Posterior Distributions
Textbook Reading Guide
Corresponding Videos
4.2
Bayes Estimators
Textbook Reading Guide
Corresponding Videos
III Inference
5
Confidence Intervals
Learning Goals
Textbook Reading Guide
Corresponding Videos
6
Hypothesis Testing
Learning Goals
6.1
Hypothesis Testing Framework
Textbook Reading Guide
Corresponding Videos
6.2
Likelihood Ratio Tests
Textbook Reading Guide
Corresponding Videos
6.3
Errors and Power
Textbook Reading Guide
Corresponding Videos
IV Bonus Topics
7
Linear Models
Learning Goals
Textbook Reading Guide
Corresponding Videos
Mathematical Statistics Reading Guides
7
Linear Models
This section is under construction. Check back for future updates!
Learning Goals
Textbook Reading Guide
Read:
Definitions:
Questions:
Corresponding Videos