Computers / Data Science / Machine Learning
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Artificial Intelligence
A Systems Approach from Architecture Principles to Deployment
ISBN: 9780262048989
Publisher: The MIT Press
Pub Date: June 11, 2024
The first text to take a systems engineering approach to artificial intelligence (AI), from architecture principles to the development and deployment of AI capabilities.
Foundations of Computer Vision
Foundations of Computer Vision
ISBN: 9780262048972
Publisher: The MIT Press
Pub Date: April 16, 2024
An accessible, authoritative, and up-to-date computer vision textbook offering a comprehensive introduction to the foundations of the field that incorporates the latest deep learning advances.
Discriminating Data
Correlation, Neighborhoods, and the New Politics of Recognition
ISBN: 9780262548526
Publisher: The MIT Press
Pub Date: March 5, 2024
How big data and machine learning encode discrimination and create agitated clusters of comforting rage.
Fairness and Machine Learning
Limitations and Opportunities
ISBN: 9780262048613
Publisher: The MIT Press
Pub Date: December 19, 2023
An introduction to the intellectual foundations and practical utility of the recent work on fairness and machine learning.
Understanding Deep Learning
ISBN: 9780262048644
Publisher: The MIT Press
Pub Date: December 5, 2023
An authoritative, accessible, and up-to-date treatment of deep learning that strikes a pragmatic middle ground between theory and practice.
Code to Joy
Why Everyone Should Learn a Little Programming
ISBN: 9780262546393
Publisher: The MIT Press
Pub Date: October 3, 2023
How we can get more joy from our machines by telling them what our hearts desire.
Probabilistic Machine Learning
Probabilistic Machine Learning
Advanced Topics
ISBN: 9780262048439
Publisher: The MIT Press
Pub Date: August 15, 2023
An advanced book for researchers and graduate students working in machine learning and statistics who want to learn about deep learning, Bayesian inference, generative models, and decision making under uncertainty.
Causal Analysis
Impact Evaluation and Causal Machine Learning with Applications in R
ISBN: 9780262545914
Publisher: The MIT Press
Pub Date: August 1, 2023
A comprehensive and cutting-edge introduction to quantitative methods of causal analysis, including new trends in machine learning.
Distributional Reinforcement Learning
Distributional Reinforcement Learning
ISBN: 9780262048019
Publisher: The MIT Press
Pub Date: May 30, 2023
The first comprehensive guide to distributional reinforcement learning, providing a new mathematical formalism for thinking about decisions from a probabilistic perspective.
The Little Learner
A Straight Line to Deep Learning
ISBN: 9780262546379
Publisher: The MIT Press
Pub Date: February 21, 2023
A highly accessible, step-by-step introduction to deep learning, written in an engaging, question-and-answer style.

Artificial Intelligence
A Systems Approach from Architecture Principles to Deployment
ISBN: 9780262048989
Publisher: The MIT Press
Pub Date: June 11, 2024
Foundations of Computer Vision
Foundations of Computer Vision
ISBN: 9780262048972
Publisher: The MIT Press
Pub Date: April 16, 2024
Discriminating Data
Correlation, Neighborhoods, and the New Politics of Recognition
ISBN: 9780262548526
Publisher: The MIT Press
Pub Date: March 5, 2024
Fairness and Machine Learning
Limitations and Opportunities
ISBN: 9780262048613
Publisher: The MIT Press
Pub Date: December 19, 2023
Understanding Deep Learning
ISBN: 9780262048644
Publisher: The MIT Press
Pub Date: December 5, 2023
Code to Joy
Why Everyone Should Learn a Little Programming
ISBN: 9780262546393
Publisher: The MIT Press
Pub Date: October 3, 2023
Probabilistic Machine Learning
Probabilistic Machine Learning
Advanced Topics
ISBN: 9780262048439
Publisher: The MIT Press
Pub Date: August 15, 2023
Causal Analysis
Impact Evaluation and Causal Machine Learning with Applications in R
ISBN: 9780262545914
Publisher: The MIT Press
Pub Date: August 1, 2023
Distributional Reinforcement Learning
Distributional Reinforcement Learning
ISBN: 9780262048019
Publisher: The MIT Press
Pub Date: May 30, 2023
The Little Learner
A Straight Line to Deep Learning
ISBN: 9780262546379
Publisher: The MIT Press
Pub Date: February 21, 2023