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Products
Predicting 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
Hardcover
• 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 detailsKnowledge Discovery in Databases
Gregory Piatetsky-Shapiro, William Frawley
Paperback
• 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 detailsAdvanced Structured Prediction
Sebastian Nowozin
Hardcover
• Author(s): Sebastian Nowozin • Publisher: The MIT Press • Publisher Imprint: The MIT Press • BISAC: Machine TheoryAn overview of recent work in the field of structured prediction, the building of predictive machine learning models for interrela...
View full detailsMachine Learning, Revised and Updated Edition
Ethem Alpaydin
Paperback
• 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 detailsMathematics of Big Data: Spreadsheets, Databases, Matrices, and Graphs
Jeremy Kepner
Hardcover
• Author(s): Jeremy Kepner • Publisher: The MIT Press • Publisher Imprint: The MIT Press • BISAC: Data Science - GeneralThe first book to present the common mathematical foundations of big data analysis across a range of applications and technolo...
View full detailsCloud Computing for Machine Learning and Cognitive Applications
Kai Hwang
Hardcover
• Author(s): Kai Hwang • Publisher: The MIT Press • Publisher Imprint: The MIT Press • BISAC: Distributed Systems - Cloud ComputingThe first textbook to teach students how to build data analytic solutions on large data sets using cloud-based tech...
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 detailsPerturbations, Optimization, and Statistics
Tamir Hazan, George Papandreou, Daniel Tarlow
Paperback
• 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 detailsReinforcement Learning: An Introduction
Richard S. Sutton
Hardcover
• Author(s): Richard S. Sutton • Publisher: MIT Press • Publisher Imprint: MIT Press • Subject: Computer Science and Information Technology • BISAC: Artificial Intelligence - GeneralThe significantly expanded and updated new edition of a widely u...
View full detailsLearning Kernel Classifiers: Theory and Algorithms
Ralf Herbrich
Paperback
• 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
Paperback
• 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 detailsIntroduction to Statistical Relational Learning
Lise Getoor, Ben Taskar
Paperback
• 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
Paperback
• 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 detailsOptimization for Machine Learning
Suvrit Sra, Sebastian Nowozin, Stephen J. Wright
Paperback
• 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 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
Paperback
• 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 detailsData Science
John D. Kelleher
Paperback
• Author(s): John D. Kelleher • Publisher: Mit Press • Publisher Imprint: Mit Press • BISAC: Data Science - GeneralA concise introduction to the emerging field of data science, explaining its evolution, relation to machine learning, current uses,...
View full detailsElements of Causal Inference: Foundations and Learning Algorithms
Jonas Peters
Hardcover
• Author(s): Jonas Peters • Publisher: Mit Press • Publisher Imprint: Mit Press • BISAC: Data Science - Neural NetworksA concise and self-contained introduction to causal inference, increasingly important in data science and machine learning.The ...
View full detailsThe Machine Learning: A Probabilistic Perspective
Kevin P. Murphy
Hardcover
• Author(s): Kevin P. Murphy • Publisher: Mit Press • Publisher Imprint: Mit Press • BISAC: Machine TheoryA comprehensive introduction to machine learning that uses probabilistic models and inference as a unifying approach.Today's Web-enabled del...
View full detailsDeep Learning: Adaptive Computation and Machine Learning series
Ian Goodfellow, Yoshua Bengio, Aaron Courville
Hardcover
• 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 detailsAn Introduction to Computational Learning Theory
Michael J. Kearns
Hardcover
• Author(s): Michael J. Kearns • Publisher: Mit Press • Publisher Imprint: Mit Press • BISAC: Intelligence (AI) & SemanticsEmphasizing issues of computational efficiency, Michael Kearns and Umesh Vazirani introduce a number of central topics ...
View full detailsHow Smart Machines Think
Sean Gerrish
Paperback
• Author(s): Sean Gerrish • Publisher: Mit Press • Publisher Imprint: Mit Press • BISAC: Artificial Intelligence - GeneralEverything you want to know about the breakthroughs in AI technology, machine learning, and deep learning--as seen in self-d...
View full details