Theme

This course given in English is part of the MMMEF master. It starts with an introduction to the Big Data phenomenon and the focuses on the predictive methods of data science (a.k.a. machine learning methods).

Lectures notes/slides

Introduction

  • lecture notes for the introductory course: in English
  • slides on an introduction to machine learning: in English

Models and tools

  • slides on decision trees: in English
  • slides on optimal models and naive bayes: in English
  • slides on cross-validation: in French

Theory

Examination

Recommended reading/viewing

General papers

Relational databases (and SQL)

Machine Learning

Full course

Tom Mitchell's and Nina Balcan's machine learning course:

Selected topics