Topics
Correlation and Regression
Laws of Probability
Bayes' Theorem and the Central Limit Theorem
Estimation, Confidence Intervals
Hypothesis Testing
Nonparametric Statistics
Maximum likelihood Estimation, Cramer-Rao Inequality
Bayesian Information Criterion
Expectation-Maximization Algorithm
Bayesian Analysis
Model Selection and Evaluation, Goodness-of-fit
Resampling Methods
Multivariate Analysis
Cluster Analysis
Time-Series Analysis