Learn Statistics: Online courses and videos

As we start learning data analysis and mining, knowledge of statistics is really important. These are good collection of statistics video from the source: stats.stackexchange.com

General

• Khan Academy Statistics Videos 

• Statistics Videos on Sentiment Mining

• Stats 202 - Statistical Aspects of Data Mining (Google campus version)

• SLUO Lecture Series (operated by Stanford University)

• University of Houston  

• Coursera course on mathematical statistics. 

• Learners TV

 
Specific / Advanced

• Monte Carlo Simulation for Statistical Inference

• Kernel methods and Support Vector Machines

• Introduction to Support Vector Machines

• Monte Carlo Simulations

• Free Science and Video Lectures Online!

• Video lectures on Machine Learning