Machine learners: archaeology of a data practice (Record no. 29096)

000 -LEADER
fixed length control field nam a22 7a 4500
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 180820b xxu||||| |||| 00| 0 eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9780262036825
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 003.54
Item number MAC
100 ## - MAIN ENTRY--PERSONAL NAME
Personal name Mackenzie, Adrian
245 ## - TITLE STATEMENT
Title Machine learners: archaeology of a data practice
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Name of publisher, distributor, etc MIT Press,
Date of publication, distribution, etc 2017
Place of publication, distribution, etc Cambridge, Massachusetts:
300 ## - PHYSICAL DESCRIPTION
Extent xvi, 252 p. :
Other physical details ill.;
Dimensions 23.5 cm.
365 ## - TRADE PRICE
Price type code US$
Price amount 40.00
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc Includes bibliographical references and index.
520 ## - SUMMARY, ETC.
Summary, etc Machine learning - programming computers to learn from data - has spread across scientific disciplines, media, entertainment, and government. Medical research, autonomous vehicles, credit transaction processing, computer gaming, recommendation systems, finance, surveillance, and robotics use machine learning. Machine learning devices (sometimes understood as scientific models, sometimes as operational algorithms) anchor the field of data science. They have also become mundane mechanisms deeply embedded in a variety of systems and gadgets. In contexts from the everyday to the esoteric, machine learning is said to transform the nature of knowledge. In this book, Adrian Mackenzie investigates whether machine learning also transforms the practice of critical thinking.Mackenzie focuses on machine learners -- either humans and machines or human-machine relations -- situated among settings, data, and devices. The settings range from fMRI to Facebook; the data anything from cat images to DNA sequences; the devices include neural networks, support vector machines, and decision trees. He examines specific learning algorithms -- writing code and writing about code -- and develops an archaeology of operations that, following Foucault, views machine learning as a form of knowledge production and a strategy of power. Exploring layers of abstraction, data infrastructures, coding practices, diagrams, mathematical formalisms, and the social organization of machine learning, Mackenzie traces the mostly invisible architecture of one of the central zones of contemporary technological cultures.
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Information theory
Topical term or geographic name as entry element Propagating subject positions
Topical term or geographic name as entry element Materializing Objects
Topical term or geographic name as entry element Taming of Machines
Topical term or geographic name as entry element Probabilization
Topical term or geographic name as entry element Machines finding functions
Topical term or geographic name as entry element Vectorization
Topical term or geographic name as entry element Diagramming Machines
Topical term or geographic name as entry element Electronic data processing
Topical term or geographic name as entry element Apprentissage automatique
Topical term or geographic name as entry element Intelligence artificielle
Topical term or geographic name as entry element Philosophy
Topical term or geographic name as entry element Machine learning
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme
Item type Books
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Permanent location Current location Date acquired Source of acquisition Cost, normal purchase price Total Checkouts Full call number Barcode Date last seen Date last borrowed Koha item type
          DAIICT DAIICT 2018-08-20 Kushal Books 2884.00 1 003.54 MAC 031613 2018-10-26 2018-10-25 Books

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