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Understanding Deep Learning
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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
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• 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
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• 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 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 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 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 detailsIntroduction to Computation and Programming Using Python, Third Edition: With Application to Computational Modeling
John V. Guttag
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• Author(s): John V. Guttag • Publisher: MIT Press • Publisher Imprint: MIT Press • BISAC: Languages - PythonThe new edition of an introduction to the art of computational problem solving using Python. This book introduces students with little or...
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 detailsKnowledge Graphs: Fundamentals, Techniques, and Applications
Mayank Kejriwal
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• 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 detailsProbabilistic Machine Learning: Advanced Topics
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 LearningAn advanced book for researchers and graduate students working in ma...
View full detailsThe Minimum Description Length Principle
Peter D. Grunwald
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• 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
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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 detailsThe Soar Cognitive Architecture
John E. Laird
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• Author(s): John E. Laird • Publisher: MIT Press • Publisher Imprint: MIT Press • BISAC: Artificial Intelligence - GeneralThe definitive presentation of Soar, one AI's most enduring architectures, offering comprehensive descriptions of fundament...
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...
View full detailsMachine Learning from Weak Supervision: An Empirical Risk Minimization Approach
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• Author(s): Masashi Sugiyama • Publisher: MIT Press • Publisher Imprint: MIT Press • BISAC: Game TheoryFundamental theory and practical algorithms of weakly supervised classification, emphasizing an approach based on empirical risk minimization....
View full detailsThe Sound of the Cosmos: Gravitational Waves and the Birth of Multi-Messenger Astronomy
Mario Diaz
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• Author(s): Mario Diaz • Publisher: MIT Press • Publisher Imprint: MIT Press • BISAC: Space Science - AstronomyThe remarkable story of how humankind discovered gravitational waves, chronicled with unparalleled historical and scientific vision. I...
View full detailsMolecular Mechanisms in Materials: Insights from Atomistic Modeling and Simulation
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• Author(s): Sidney Yip • Publisher: MIT Press • Publisher Imprint: MIT Press • BISAC: Materials Science - GeneralA student-oriented introduction to understanding mechanisms at the atomistic level controlling macroscopic materials phenomena throu...
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