Informatique & pédagogie

Free Datascience books

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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


  • 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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    Informatique & pédagogieBy E. Desmontils