• 101: Why Data Science?
  • 102: How to do a Data Science Project
  • 401: Linear Regression
  • 201: Basics and Terminology - Members Only
  • 202: Segmentation For Classification - Members Only
  • 203: Examples and Decision Trees - Members Only
  • 301: Data Engineering - Members Only
  • 302: How to Engineer Features - Members Only
  • 402: Optimisation and Gradient Descent - Members Only
  • 403: Linear Classification - Members Only
  • 404: Nonlinear, Linear Classification - Members Only
  • 501: Over and Underfitting - Members Only
  • 502: Preventing Overfitting with Holdout - Members Only
  • 503: Visualising Overfitting in High Dimensional Problems - Members Only
  • 601: Similarity and Nearest Neighbours - Members Only
  • 602: Nearest Neighbour Classification and Regression - Members Only
  • 603: Nearest Neighbour Tips and Tricks - Members Only