Statistics

HI!

Here are my notes on Statistical Inference. This contains a background in probability and statistics using python 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.

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

Independent and Identical Distributed Samples

Transformation of Random Variables

Expectation

Variance and Covariance

Inequalities

Convergence of Random Variable

Law of Large Number and CLT