Learning Theory from First Principles

Francis Bach

• Hardcover | Engels | Adaptive Computation and Machine Learning
• A comprehensive and cutting-edge introduction to the foundations and modern applications of learning theory. Research has exploded in the field of mac... Lees meer

Probabilistic Machine Learning

Kevin P Murphy

• Hardcover | Engels | Adaptive Computation and Machine Learning
• A detailed and up-to-date introduction to machine learning, presented through the unifying lens of probabilistic modeling and Bayesian decision theory... Lees meer

Semi-Supervised Learning

• Paperback | Engels | Adaptive Computation and Machine Learning
• A comprehensive review of an area of machine learning that deals with the use of unlabeled data in classification problems: state-of-the-art algorithm... Lees meer

Introduction to Online Convex Optimization, Second Edition

Elad Hazan

• Hardcover | Engels | Adaptive Computation and Machine Learning
• New edition of a graduate-level textbook on that focuses on online convex optimization, a machine learning framework that views optimization as a proc... Lees meer

Gaussian Processes for Machine Learning

Carl Edward Rasmussen, Christopher K I Williams

• Hardcover | Engels | Adaptive Computation and Machine Learning
• A comprehensive and self-contained introduction to Gaussian processes, which provide a principled, practical, probabilistic approach to learning in ke... Lees meer

Foundations of Machine Learning, Second Edition

Mehryar Mohri, Afshin Rostamizadeh, Ameet Talwalkar

• Hardcover | Engels | Adaptive Computation and Machine Learning
• A new edition of a graduate-level machine learning textbook that focuses on the analysis and theory of algorithms. This book is a general introduction... Lees meer

Veridical Data Science

Bin Yu, Rebecca L Barter

• Hardcover | Engels | Adaptive Computation and Machine Learning
• Using real-world data case studies, this innovative and accessible textbook introduces an actionable framework for conducting trustworthy data science... Lees meer

Elements of Causal Inference

Jonas Peters, Dominik Janzing, Bernhard Scholkopf

• Hardcover | Engels | Adaptive Computation and Machine Learning
• A concise and self-contained introduction to causal inference, increasingly important in data science and machine learning. The mathematization of cau... Lees meer

Learning Kernel Classifiers

Ralf Herbrich

• Paperback | Engels | Adaptive Computation and Machine Learning
• An overview of the theory and application of kernel classification methods. Linear classifiers in kernel spaces have emerged as a major topic within t... Lees meer

Introduction to Machine Learning, Fourth Edition

Ethem Alpaydin

• Hardcover | Engels | Adaptive Computation and Machine Learning
• A substantially revised fourth edition of a comprehensive textbook, including new coverage of recent advances in deep learning and neural networks. Th... Lees meer

Reinforcement Learning

Richard S Sutton, Andrew G Barto

• Hardcover | Engels | Adaptive Computation and Machine Learning
• Richard Sutton and Andrew Barto provide a clear and simple account of the key ideas and algorithms of reinforcement learning. Their discussion ranges ... Lees meer

Deep Learning

Ian Goodfellow, Yoshua Bengio, Aaron Courville

• Hardcover | Engels | Adaptive Computation and Machine Learning
• An introduction to a broad range of topics in deep learning, covering mathematical and conceptual background, deep learning techniques used in industr... Lees meer

Introduction to Natural Language Processing

Jacob Eisenstein

• Hardcover | Engels | Adaptive Computation and Machine Learning
• A survey of computational methods for understanding, generating, and manipulating human language, which offers a synthesis of classical representation... Lees meer

Learning with Kernels

Bernhard Scholkopf, Alexander J Smola

• Paperback | Engels | Adaptive Computation and Machine Learning
• A comprehensive introduction to Support Vector Machines and related kernel methods. In the 1990s, a new type of learning algorithm was developed, base... Lees meer

Introduction to Statistical Relational Learning

• Paperback | Engels | Adaptive Computation and Machine Learning
• Advanced statistical modeling and knowledge representation techniques for a newly emerging area of machine learning and probabilistic reasoning; inclu... Lees meer

Probabilistic Machine Learning

Kevin P Murphy

• Hardcover | Engels | Adaptive Computation and Machine Learning
• An advanced book for researchers and graduate students working in machine learning and statistics who want to learn about deep learning, Bayesian infe... Lees meer

Knowledge Graphs

Mayank Kejriwal, Craig A Knoblock, Pedro Szekely

• Hardcover | Engels | Adaptive Computation and Machine Learning
• A rigorous and comprehensive textbook covering the major approaches to knowledge graphs, an active and interdisciplinary area within artificial intell... Lees meer

Reinforcement Learning, Second Edition

Richard S Sutton, Andrew G Barto

• Hardcover | Engels | Adaptive Computation and Machine Learning
• The significantly expanded and updated new edition of a widely used text on reinforcement learning, one of the most active research areas in artificia... Lees meer

Probabilistic Graphical Models

Daphne Koller, Nir Friedman

• Hardcover | Engels | Adaptive Computation and Machine Learning
• A general framework for constructing and using probabilistic models of complex systems that would enable a computer to use available information for m... Lees meer

Fairness and Machine Learning

Solon Barocas, Moritz Hardt, Arvind Narayanan

• Hardcover | Engels | Adaptive Computation and Machine Learning
• An introduction to the intellectual foundations and practical utility of the recent work on fairness and machine learning. Fairness and Machine Learni... Lees meer

The Machine Learning

Kevin P Murphy

• Hardcover | Engels | Adaptive Computation and Machine Learning
• A comprehensive introduction to machine learning that uses probabilistic models and inference as a unifying approach. Today's Web-enabled deluge of el... Lees meer

Boosting

Robert E Schapire, Yoav Freund

• Paperback | Engels | Adaptive Computation and Machine Learning
• An accessible introduction and essential reference for an approach to machine learning that creates highly accurate prediction rules by combining many... Lees meer

Machine Learning for Data Streams

Albert Bifet, Ricard Gavalda, Geoffrey Holmes

• Paperback | Engels | Adaptive Computation and Machine Learning
• A hands-on approach to tasks and techniques in data stream mining and real-time analytics, with examples in MOA, a popular freely available open-sourc... Lees meer

The Minimum Description Length Principle

Peter D Grunwald

• Paperback | Engels | Adaptive Computation and Machine Learning
• A comprehensive introduction and reference guide to the minimum description length (MDL) Principle that is accessible to researchers dealing with indu... Lees meer