Learn Statistics with Python

In these pages, I use Python and its rich stat analysis packages to teach the basics of probability and statistics. All those formulas which one could only apply on a limited number of problems (when calculating by hand) can now be applied across the entire dataset. You can literally verify if the central limit theorem holds good, without having to spend a week with your calculator. Enough said, checkout the pages below

Introduction to statistics with Python

• Collecting data
• Describing data

• Conditional probability

• Probability distributions

  • Normal distribution
  • Binomial and Poisson distributions

• Hypothesis testing

Theory of Statistical learning

• Statistical learning
• Linear regression concepts