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