Elementary Distributions Factsheet

Common Distributions: Moment Generating Functions

Explores common probability distributions, special distributions, and entropy concepts.

Covers common distributions, moment generating functions, and covariance matrices in statistics for data science.

Explores stochastic models for communications, covering mean, variance, characteristic functions, inequalities, various discrete and continuous random variables, and properties of different distributions.

Fundamental Limits of Gradient-Based Learning

Delves into the fundamental limits of gradient-based learning on neural networks, covering topics such as binomial theorem, exponential series, and moment-generating functions.

Probability Distributions: Basics and Properties

Covers the basics of probability distributions, including mean, variance, and properties of random variables.