Some Notes

Statistical Machine Learning

• Some Notes on Computation
  

General Statistics

• Probability Overview
  Topics include: sample space, events, probabilities, independence, conditional probability, distribution functions, basic random variables, multivariate random variables, marginal distribution, conditional distribution, independent random variables, functions of random variables, expectation and variance, conditional expectation and variance, moment generating functions, etc.

• Sampling Distributions

• The Law of Large Numbers and Central Limit Theorem