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M. Mohri, - Auteur ; A. Rostamizadeh, - Auteur ; A. Talwalkar, - Auteur | The MIT Press | Adaptative computation and machine learning series | 2018Foundations of Machine Learning is unique in its focus on the analysis and theory of algorithms. The first four chapters lay the theoretical foundation for what follows; subsequent chapters are mostly self-contained. Topics covered include the P[...]ouvrage
"Through a series of breakthroughs, Deep Learning has boosted the entire field of machine learning. Now, even programmers who know close to nothing about this technology can use simple, efficient tools to implement programs capable of learning f[...]ouvrage
E. Alpaydin | 2020"Since the third edition of this text appeared in 2014, most recent advances in machine learning, both in theory and application, are related to neural networks and deep learning. In this new edition, the author has extended the discussion of mu[...]ouvrage
G. James, - Auteur ; D. Witten, - Auteur ; T. Hastie, - Auteur ; R. Tibshirani, - Auteur | London [GBR] : Springer | Springer texts in statistics, ISSN 1431-875X | 2021"An Introduction to Statistical Learning" provides an accessible overview of the field of statistical learning, an essential toolset for making sense of the vast and complex data sets that have emerged in fields ranging from biology to finance t[...]ouvrage
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M. Deisenroth, - Auteur ; A. Faisal, - Auteur ; C. Ong, - Auteur | Cambridge [GBR] : *** Cambridge University Press | 2020The fundamental mathematical tools needed to understand machine learning include linear algebra, analytic geometry, matrix decompositions, vector calculus, optimization, probability and statistics. These topics are traditionally taught in dispar[...]ouvrage
Alexander J. McNeil ; RLudiger Frey ; Paul Embrechts | 2015This book provides a comprehensive treatment of the theoretical concepts and modelling techniques of quantitative risk management and equips readers - whether financial risk analysts, actuaries, regulators, or students of quantitative finance - [...]