Probabilistic Machine Learning
A detailed and up-to-date introduction to machine learning, presented through the unifying lens of probabilistic modeling and Bayesian decision theory. This book offers a detailed and up-to-date introduction to machine...
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944 pages
2022-02-01 Published
Fairness and Machine Learning
An introduction to the intellectual foundations and practical utility of the recent work on fairness and machine learning. Fairness and Machine Learning introduces advanced undergraduate and graduate students to the intellectual...
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320 pages
2023-12-28 Published
Get Started with MicroPython on Raspberry Pi Pico, 2nd Edition
Microcontrollers, like the RP2040 chip at the heart of Raspberry Pi Pico, are computers stripped back to their bare essentials. You don't use monitors or keyboards with them — instead, you...
1 like counts
204 pages
2024-06-25 Published
Mathematics for Machine Learning
The fundamental mathematical tools needed to understand machine learning include linear algebra, analytic geometry, matrix decompositions, vector calculus, optimization, probability and statistics. These topics are traditionally taught in disparate courses,...
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390 pages
2020-04-23 Published
Understanding Deep Learning
An authoritative, accessible, and up-to-date treatment of deep learning that strikes a pragmatic middle ground between theory and practice. Deep learning is a fast-moving field with sweeping relevance in today's...
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496 pages
2023-12-05 Published
Evolution On Purpose
A unique exploration of teleonomy—also known as “evolved purposiveness”—as a major influence in evolution by a broad range of specialists in biology and the philosophy of science. The evolved purposiveness...
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400 pages
2023-08-22 Published
Person, Thing, Robot
Why robots defy our existing moral and legal categories and how to revolutionize the way we think about them. Robots are a curious sort of thing. On the one hand,...
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240 pages
2023-09-05 Published
Design, Empathy, Interpretation
A new, empathic approach to design research, drawn from the informed experiences of a leading design research program in Finland. Design, Empathy, Interpretation tells the story of empathic design, a design...
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200 pages
2023-09-12 Published
Social Networks with Rich Edge Semantics
Social Networks with Rich Edge Semantics introduces a new mechanism for representing social networks in which pairwise relationships can be drawn from a range of realistic possibilities, including different types...
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230 pages
2020-06-30 Published
The Sensorium of the Drone and Communities
A comprehensive overview of how civilian drones sense the world and how they build the aesthetic imaginaries of our communities. Drone technology has garnered critical attention across many fields, from...
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304 pages
2023-10-03 Published
The Infrastructural South
An in-depth look at the infrastructural landscape of Africa amid the third wave of urbanization, drawing on case studies from Africa and extending further afield. The Infrastructural South represents a major...
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336 pages
2023-10-10 Published
Making Meaning with Machines
A rigorous primer in movement studies for designers, engineers, and scientists that draws on the fields of dance and robotics. How should a gestural interface react to a “flick” versus...
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418 pages
2023-10-10 Published