I am currently working on putting all my videos online, all the way from 2009. These are available below in no specific order for some interesting topics.

Here are some videos for basics of Statistical analysis. I explain the fundamentals of random variables, density functions, hypothesis tests, etc.

Introduction to Markov Decision Processes

Solving Markov Decision Processes using Discounted Reward Value Iteration

Probability Mass Functions

Cumulative distribution functions

Expected value and variance of random variables

Discrete Probability Distributions

Continuous Probability Distributions (Exponential Distribution)

Basics of Hypothesis Testing

Hypothesis Testing, Type 1 and Type 2 Errors

Examples of Type 1 and Type 2 errors and Power of a test

7-Step Procedure for Hypothesis Testing

Hypothesis Testing procedure with example