The Elements of Statistical Learning: Data Mining, Inference, and Prediction.

Stanford - Trevor Hastie, Robert Tibshirani, Jerome Friedman

mooc, video, pdf & data

An Introduction to Statistical Learning

Gareth James, Daniela Witten, Trevor Hastie and Robert Tibshirani

pdf & data

Général

Econometrics - Modern Approach

Book econometrics - Moder Approach 5th

How to Lie with Statistics

wikipedia

Probabilistic Systems Analysis and Applied Probability

MIT ocw videos

Introduction to Statistics and Data

Analysis for Physicists http://www-library.desy.de/preparch/books/vstatmp_engl.pdf

NIST/SEMATECH e-Handbook

NIST/SEMATECH e-Handbook of Statistical Methods

Artificial Intelligence

MIT ocw Artificial Intelligence Prof. Patrick Henry Winston

Autres

Séries temporelles

• Méthodes de base pour l’analyse des séries temporelles

Lionel TRUQUET - Ensai (statistique & analyse de l'information) cours

• Conf. Time Series Analysis with Python Intermediate | SciPy 2016 Tutorial | Aileen Nielsen

Statistique Inferentielle

• book Statistical Inference - George Casella, Roger L. Berger - Duxbury Press (2001).pdf

• cours Statistique Inferentielle Avancée - Imag - Olivier Gaudoin

• Introduction à la statistique inférentielle Didier Concordet, Unité de Biometrie, Ecole Veterinaire de Toulouse