Free Datascience books
Voici un site qui donne des liens sur quelques livres gratuits autour de la thématique de la science des données (Data Science). On y trouve aussi des livres sur l'apprentissage.
p-value.info: Free Datascience books
p-value.info: Free Datascience books
- Mining of Massive datasets by Rajamaran, Leskovic & Ullman
- Bayesian Reasoning and Machine Learning by David Barber [website]
- Information Theory, Inference, and Learning Algorithms by David J.C. Mackay
- Foundations of Statistical Natural Language Processing by Manning & Schütze
- Data Jujitsu by D.J. Patil
- Building Data Science Teams by D.J. Patil
- Network Science by A.-L. Barabasi
- Introduction to Information Retrieval, by Manning, Raghavan and Schütze
- A first encounter with machine learning by Welling
- Gaussian processes for Machine Learning by C.E. Rasmussen
- The Elements of Statistical Learning, by Hastie, Tibshirani, Friedman -- grandaddy of them all
- Introduction to Machine Learning by Smola, Vishwanathan
- Think Bayes by Downey
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