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**