Statistics

HI!

Here are my notes on Statistical Inference. This contains a background in probability and statistics for students who wish to understand the mathematics behind Data Science and Machine Learning algorithms. These contents are still in development and a lot is going to be added shortly. Stay tuned.

Contents

Introduction to Probability

Introduction to Probability – 2

Bayes’ Theorem

Introduction to Random Variables

Discrete Random Variables

Continuous Random Variables

Bivariate and Marginal Distribution

Independent Random Variables and Conditional Distribution

Transformation of Random Variables

Expectation

Variance and Covariance

This is still in development and many more are still to be published.