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
Vishnu Nanduri, PHD 