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Products
Understanding Deep Learning
Simon J. D. Prince
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• Author(s): Simon J. D. Prince • Publisher: MIT Press • Publisher Imprint: MIT Press • Subject: Computer Science and Information Technology • BISAC: Data Science - Machine LearningAn authoritative, accessible, and up-to-date treatment of deep le...
View full detailsDistributional Reinforcement Learning
Marc G. Bellemare
Hardcover
• Author(s): Marc G. Bellemare • Publisher: MIT Press • Publisher Imprint: MIT Press • BISAC: Data Science - Machine LearningThe first comprehensive guide to distributional reinforcement learning, providing a new mathematical formalism for thinki...
View full detailsPredicting Structured Data
Gokhan Bakir, Thomas Hofmann, Bernhard Scholkopf
Paperback
• Author(s): Gokhan Bakir | Thomas Hofmann | Bernhard Scholkopf • Publisher: MIT Press • Publisher Imprint: MIT Press • BISAC: Data Science - Neural NetworksState-of-the-art algorithms and theory in a novel domain of machine learning, prediction ...
View full detailsFundamentals of Machine Learning for Predictive Data Analytics, Second Edition: Algorithms, Worked Examples, and Case Studies
John D. Kelleher
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• Author(s): John D. Kelleher • Publisher: MIT Press • Publisher Imprint: MIT Press • BISAC: Machine TheoryThe second edition of a comprehensive introduction to machine learning approaches used in predictive data analytics, covering both theory a...
View full detailsLog-Linear Models, Extensions, and Applications
Aleksandr Aravkin, Anna Choromanska, Li Deng
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• Author(s): Aleksandr Aravkin | Anna Choromanska | Li Deng • Publisher: MIT Press • Publisher Imprint: MIT Press • BISAC: Artificial Intelligence - GeneralAdvances in training models with log-linear structures, with topics including variable sel...
View full detailsKnowledge Discovery in Databases
Gregory Piatetsky-Shapiro, William Frawley
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• Author(s): Gregory Piatetsky-Shapiro | William Frawley • Publisher: MIT Press • Publisher Imprint: MIT Press • BISAC: System Administration - Storage & RetrievalKnowledge Discovery in Databases brings together current research on the exciti...
View full detailsProbabilistic Machine Learning: Advanced Topics
Kevin P. Murphy
Hardcover
• Author(s): Kevin P. Murphy • Publisher: MIT Press • Publisher Imprint: MIT Press • Subject: Computer Science and Information Technology • BISAC: Data Science - Machine LearningAn advanced book for researchers and graduate students working in ma...
View full detailsThe Little Learner: A Straight Line to Deep Learning
Daniel P. Friedman
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• Author(s): Daniel P. Friedman • Publisher: MIT Press • Publisher Imprint: MIT Press • BISAC: Data Science - Machine LearningA highly accessible, step-by-step introduction to deep learning, written in an engaging, question-and-answer style. The ...
View full detailsMachine Learning, Revised and Updated Edition
Ethem Alpaydin
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• Author(s): Ethem Alpaydin • Publisher: MIT Press • Publisher Imprint: MIT Press • BISAC: Artificial Intelligence - GeneralMIT presents a concise primer on machine learning--computer programs that learn from data and the basis of applications li...
View full detailsDataset Shift in Machine Learning
Joaquin Quinonero-Candela, Masashi Sugiyama, Anton Schwaighofer
Paperback
• Author(s): Joaquin Quinonero-Candela | Masashi Sugiyama | Anton Schwaighofer • Publisher: MIT Press • Publisher Imprint: MIT Press • BISAC: Machine TheoryAn overview of recent efforts in the machine learning community to deal with dataset and c...
View full detailsThe Minimum Description Length Principle
Peter D. Grunwald
Paperback
• Author(s): Peter D. Grunwald • Publisher: MIT Press • Publisher Imprint: MIT Press • BISAC: Mathematical & Statistical SoftwareA comprehensive introduction and reference guide to the minimum description length (MDL) Principle that is access...
View full detailsProbabilistic Machine Learning: An Introduction
Kevin P. Murphy
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• Author(s): Kevin P. Murphy • Publisher: MIT Press • Publisher Imprint: MIT Press • Subject: Computer Science and Information Technology • BISAC: Data Science - Machine LearningA detailed and up-to-date introduction to machine learning, presente...
View full detailsPerturbations, Optimization, and Statistics
Tamir Hazan, George Papandreou, Daniel Tarlow
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• Author(s): Tamir Hazan | George Papandreou | Daniel Tarlow • Publisher: MIT Press • Publisher Imprint: MIT Press • BISAC: Artificial Intelligence - GeneralA description of perturbation-based methods developed in machine learning to augment nove...
View full detailsKnowledge Graphs: Fundamentals, Techniques, and Applications
Mayank Kejriwal
Hardcover
• Author(s): Mayank Kejriwal • Publisher: MIT Press • Publisher Imprint: MIT Press • BISAC: Artificial Intelligence - GeneralA rigorous and comprehensive textbook covering the major approaches to knowledge graphs, an active and interdisciplinary ...
View full detailsLearning Kernel Classifiers: Theory and Algorithms
Ralf Herbrich
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• Author(s): Ralf Herbrich • Publisher: MIT Press • Publisher Imprint: MIT Press • BISAC: Artificial Intelligence - GeneralAn overview of the theory and application of kernel classification methods. Linear classifiers in kernel spaces have emerge...
View full detailsMachine Learning: Paradigms and Methods
Jaime Carbonell
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• Author(s): Jaime Carbonell • Publisher: MIT Press • Publisher Imprint: MIT Press • BISAC: Intelligence (AI) & SemanticsHaving played a central role at the inception of artificial intelligence research, machine learning has recently reemerge...
View full detailsVeridical Data Science: The Practice of Responsible Data Analysis and Decision Making
Bin Yu
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• Author(s): Bin Yu • Publisher: MIT Press • Publisher Imprint: MIT Press • BISAC: Data Science - Data AnalyticsUsing real-world data case studies, this innovative and accessible textbook introduces an actionable framework for conducting trustwor...
View full detailsIntroduction to Statistical Relational Learning
Lise Getoor, Ben Taskar
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• Author(s): Lise Getoor | Ben Taskar • Publisher: MIT Press • Publisher Imprint: MIT Press • BISAC: Machine TheoryAdvanced statistical modeling and knowledge representation techniques for a newly emerging area of machine learning and probabilist...
View full detailsMachine Learning for Data Streams: With Practical Examples in Moa
Albert Bifet, Ricard Gavalda, Geoffrey Holmes
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• Author(s): Albert Bifet | Ricard Gavalda | Geoffrey Holmes • Publisher: MIT Press • Publisher Imprint: MIT Press • BISAC: Artificial Intelligence - GeneralA hands-on approach to tasks and techniques in data stream mining and real-time analytics...
View full detailsFairness and Machine Learning: Limitations and Opportunities
Moritz Hardt
Hardcover
• Author(s): Moritz Hardt • Publisher: MIT Press • Publisher Imprint: MIT Press • BISAC: Data Science - Machine LearningAn introduction to the intellectual foundations and practical utility of the recent work on fairness and machine learning. Fai...
View full detailsMachine Learning in Production: From Models to Products
Christian Kastner
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• Author(s): Christian Kastner • Publisher: MIT Press • Publisher Imprint: MIT Press • BISAC: Software Development & Engineering - ToolsA practical and innovative textbook detailing how to build real-world software products with machine learn...
View full detailsOptimization for Machine Learning
Suvrit Sra, Sebastian Nowozin, Stephen J. Wright
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• Author(s): Suvrit Sra | Sebastian Nowozin | Stephen J. Wright • Publisher: MIT Press • Publisher Imprint: MIT Press • BISAC: GeneralAn up-to-date account of the interplay between optimization and machine learning, accessible to students and res...
View full detailsCausal Analysis: Impact Evaluation and Causal Machine Learning with Applications in R
Martin Huber
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• Author(s): Martin Huber • Publisher: MIT Press • Publisher Imprint: MIT Press • BISAC: Business MathematicsA comprehensive and cutting-edge introduction to quantitative methods of causal analysis, including new trends in machine learning. Reaso...
View full detailsIntroduction to Algorithms, Fourth Edition
Thomas H. Cormen
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• Author(s): Thomas H. Cormen • Publisher: MIT Press • Publisher Imprint: MIT Press • BISAC: Programming - AlgorithmsA comprehensive update of the leading algorithms text, with new material on matchings in bipartite graphs, online algorithms, mac...
View full detailsPerceptrons, Reissue of the 1988 Expanded Edition with a New Foreword by Léon Bottou: An Introduction to Computational Geometry
Marvin Minsky, Seymour A. Papert, Leon Bottou
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• Author(s): Marvin Minsky | Seymour A. Papert | Leon Bottou • Publisher: MIT Press • Publisher Imprint: MIT Press • BISAC: Neural NetworksThe first systematic study of parallelism in computation by two pioneers in the field.Reissue of the 1988 E...
View full detailsIntroduction to Online Convex Optimization, Second Edition
Elad Hazan
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• Author(s): Elad Hazan • Publisher: MIT Press • Publisher Imprint: MIT Press • BISAC: OptimizationNew edition of a graduate-level textbook on that focuses on online convex optimization, a machine learning framework that views optimization as a p...
View full detailsLearning for Adaptive and Reactive Robot Control: A Dynamical Systems Approach
Aude Billard
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• Author(s): Aude Billard • Publisher: MIT Press • Publisher Imprint: MIT Press • BISAC: RoboticsMethods by which robots can learn control laws that enable real-time reactivity using dynamical systems; with applications and exercises. This book p...
View full detailsData Feminism
Catherine D'Ignazio
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• Author(s): Catherine D'Ignazio • Publisher: MIT Press • Publisher Imprint: MIT Press • BISAC: Feminism & Feminist TheoryCutting edge strategies for thinking about data science and data ethics through an intersectional feminist lens. "Withou...
View full detailsDeep Learning: Adaptive Computation and Machine Learning series
Ian Goodfellow, Yoshua Bengio, Aaron Courville
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• Author(s): Ian Goodfellow | Yoshua Bengio | Aaron Courville • Publisher: MIT Press • Publisher Imprint: MIT Press • BISAC: Artificial Intelligence - GeneralAn introduction to a broad range of topics in deep learning, covering mathematical and c...
View full detailsSimulation, Optimization, and Machine Learning for Finance, Second Edition
Dessislava A. Pachamanova
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• Author(s): Dessislava A. Pachamanova • Publisher: MIT Press • Publisher Imprint: MIT Text Books • BISAC: Finance - Financial Risk ManagementA comprehensive guide to simulation, optimization, and machine learning for finance, covering theoretica...
View full detailsDiscriminating Data: Correlation, Neighborhoods, and the New Politics of Recognition
Wendy Hui Kyong Chun
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• Author(s): Wendy Hui Kyong Chun • Publisher: MIT Press • Publisher Imprint: MIT Press • BISAC: Data Science - Data AnalyticsHow big data and machine learning encode discrimination and create agitated clusters of comforting rage. In Discriminati...
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