Probability and Distributions

Probability

NameTags
Math Tricks for ProbabilityTricks
Probability BoundsTricks
Notations
Basic Probability
Independence
Inference
Change of VariableAside
Sampling vs Likelihood AsideCS 228
Correlation vs causationAsideCS 228


Distributions

NameTags
Random Variables
Types of RV’s and PropertiesProperties
GaussiansProperties
Multivariate GaussiansProperties
Other DistributionsProperties
Distribution Divergences
Exponential Families
Expectation
Moments and MGF
Concentration Inequalities ⭐
Variance
Covariance
Importance SamplingMethods
Conjugate Distributions
Convolutions