Value: $88.00
(as of Sep 08, 2025 07:02:56 UTC – Particulars)
An authoritative, up-to-date graduate textbook on machine studying that highlights its historic context and societal impacts
Patterns, Predictions, and Actions introduces graduate college students to the necessities of machine studying whereas providing invaluable perspective on its historical past and social implications. Starting with the foundations of resolution making, Moritz Hardt and Benjamin Recht clarify how illustration, optimization, and generalization are the constituents of supervised studying. They go on to supply self-contained discussions of causality, the follow of causal inference, sequential resolution making, and reinforcement studying, equipping readers with the ideas and instruments they should assess the implications which will come up from appearing on statistical choices.
Gives a contemporary introduction to machine studying, exhibiting how knowledge patterns assist predictions and consequential actionsPays particular consideration to societal impacts and equity in resolution makingTraces the event of machine studying from its origins to todayFeatures a novel chapter on machine studying benchmarks and datasetsInvites readers from all backgrounds, requiring some expertise with chance, calculus, and linear algebraAn important textbook for college kids and a information for researchers
Writer : Princeton College Press
Publication date : Oct. 18 2022
Language : English
Print size : 320 pages
ISBN-10 : 069123373X
ISBN-13 : 978-0691233734
Merchandise weight : 1.05 kg
Dimensions : 17.78 x 2.54 x 25.4 cm
Finest Sellers Rank: #898,480 in Books (See High 100 in Books) #140 in Mathematical & Statistical Software program (Books) #689 in Statistics Textbooks #859 in Likelihood & Statistics (Books)
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