Data 140 · Probability for Data Science

Probability of Data Science (listed as Data C140 and commonly called “Prob140”) is an introductory course on probability, emphasizing the combined use of mathematics and programming to solve problems

Getting Started
Introduction
Symmetry and Random Counts
Poissonization and Expectation
Expectation
Markov Chains
Markov Chain Monte Carlo and Standard Deviation
Variance and Covariance
The Central Limit Theorem and Continuous Random Variables
Transformations and Joint Densities
The Normal & Gamma Families and MGFs
Spring Break
MLE, MAP and the Beta and the Binomial
Prediction and Error
Random Vectors and Simple Regression
Multiple Regression

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