Students on the Data, ML and Stats team will learn the basics of Pandas and Matplotlib then explore either basic data analysis or machine learning topics.

For statistics, I recommend the book Statistics in Plain English by Timothy C. Urdan. The book is also available for about $5 on ebay, or for free at the Internet Archive

Lesson Ideas

Using Tools

  • Getting started with Jupyter Notebooks in VS Code
  • Getting started with Colab
  • Getting started with Github Codespaces

Software Tools

  • Introduction to Pandas
  • Introduction to Numpy
  • Introduction to Matplotlib

Data Analysis Techniques

  • Mean, median and Mode
  • What is a Standard Deviation?
  • Introduction to linear regression

Books, Classes and Tutorials