On the Path to AI : (Record no. 305815)
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000 -LEADER | |
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fixed length control field | 04165nam a22004213i 4500 |
001 - CONTROL NUMBER | |
control field | EBC6219747 |
005 - DATE AND TIME OF LATEST TRANSACTION | |
control field | 20240122001217.0 |
006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS | |
fixed length control field | m o d | |
007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION | |
fixed length control field | cr cnu|||||||| |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
fixed length control field | 231124s2020 xx o ||||0 eng d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
International Standard Book Number | 9783030435820 |
Qualifying information | (electronic bk.) |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
Canceled/invalid ISBN | 9783030435813 |
035 ## - SYSTEM CONTROL NUMBER | |
System control number | (MiAaPQ)EBC6219747 |
035 ## - SYSTEM CONTROL NUMBER | |
System control number | (Au-PeEL)EBL6219747 |
035 ## - SYSTEM CONTROL NUMBER | |
System control number | (OCoLC)1161874734 |
040 ## - CATALOGING SOURCE | |
Original cataloging agency | MiAaPQ |
Language of cataloging | eng |
Description conventions | rda |
-- | pn |
Transcribing agency | MiAaPQ |
Modifying agency | MiAaPQ |
050 #4 - LIBRARY OF CONGRESS CALL NUMBER | |
Classification number | Q175.4-.55 |
082 0# - DEWEY DECIMAL CLASSIFICATION NUMBER | |
Classification number | 303.4834 |
100 1# - MAIN ENTRY--PERSONAL NAME | |
Personal name | Grant, Thomas D. |
245 10 - TITLE STATEMENT | |
Title | On the Path to AI : |
Remainder of title | Law's Prophecies and the Conceptual Foundations of the Machine Learning Age. |
250 ## - EDITION STATEMENT | |
Edition statement | 1st ed. |
264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE | |
Place of production, publication, distribution, manufacture | Cham : |
Name of producer, publisher, distributor, manufacturer | Springer International Publishing AG, |
Date of production, publication, distribution, manufacture, or copyright notice | 2020. |
264 #4 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE | |
Date of production, publication, distribution, manufacture, or copyright notice | �2020. |
300 ## - PHYSICAL DESCRIPTION | |
Extent | 1 online resource (163 pages) |
336 ## - CONTENT TYPE | |
Content type term | text |
Content type code | txt |
Source | rdacontent |
337 ## - MEDIA TYPE | |
Media type term | computer |
Media type code | c |
Source | rdamedia |
338 ## - CARRIER TYPE | |
Carrier type term | online resource |
Carrier type code | cr |
Source | rdacarrier |
505 0# - FORMATTED CONTENTS NOTE | |
Formatted contents note | Intro -- Prologue-Starting with Logic -- Holmes and His Legacy -- A Note on Terminology: Machine Learning, Artificial Intelligence, and Neural Networks -- Notes -- Contents -- About the Authors -- Abbreviations -- 1 Two Revolutions -- 1.1 An Analogy and Why We're Making It -- 1.2 What the Analogy Between a Nineteenth Century Jurist and Machine Learning Can Tell Us -- 1.3 Applications of Machine Learning in Law-And Everywhere Else -- 1.4 Two Revolutions with a Common Ancestor -- 2 Getting Past Logic -- 2.1 Formalism in Law and Algorithms in Computing -- 2.2 Getting Past Algorithms -- 2.3 The Persistence of Algorithmic Logic -- 3 Experience and Data as Input -- 3.1 Experience Is Input for Law -- 3.2 Data Is Input for Machine Learning -- 3.3 The Breadth of Experience and the Limits of Data -- 4 Finding Patterns as the Path from Input to Output -- 4.1 Pattern Finding in Law -- 4.2 So Many Problems Can Be Solved by Pure Curve Fitting -- 4.3 Noisy Data, Contested Patterns -- 5 Output as Prophecy -- 5.1 Prophecies Are What Law Is -- 5.2 Prediction Is What Machine Learning Output Is -- 5.3 Limits of the Analogy -- 5.4 Probabilistic Reasoning and Prediction -- 6 Explanations of Machine Learning -- 6.1 Holmes's "Inarticulate Major Premise" -- 6.2 Machine Learning's Inarticulate Major Premise -- 6.3 The Two Cultures: Scientific Explanation Versus Machine Learning Prediction -- 6.4 Why We Still Want Explanations -- 7 Juries and Other Reliable Predictors -- 7.1 Problems with Juries, Problems with Machines -- 7.2 What to Do About the Predictors? -- 8 Poisonous Datasets, Poisonous Trees -- 8.1 The Problem of Bad Evidence -- 8.2 Data Pruning -- 8.3 Inferential Restraint -- 8.4 Executional Restraint -- 8.5 Poisonous Pasts and Future Growth -- 9 From Holmes to AlphaGo -- 9.1 Accumulating Experience -- 9.2 Legal Explanations, Decisions, and Predictions. |
505 8# - FORMATTED CONTENTS NOTE | |
Formatted contents note | 9.3 G�odel, Turing, and Holmes -- 9.4 What Machine Learning Can Learn from Holmes and Turing -- 10 Conclusion -- 10.1 Holmes as Futurist -- 10.2 Where Did Holmes Think Law Was Going, and Might Computer Science Follow? -- 10.3 Lessons for Lawyers and Other Laypeople -- Epilogue: Lessons in Two Directions -- A Data Scientist's View -- A Lawyer's View -- Selected Bibliography -- Index. |
588 ## - SOURCE OF DESCRIPTION NOTE | |
Source of description note | Description based on publisher supplied metadata and other sources. |
590 ## - LOCAL NOTE (RLIN) | |
Local note | Electronic reproduction. Ann Arbor, Michigan : ProQuest Ebook Central, 2023. Available via World Wide Web. Access may be limited to ProQuest Ebook Central affiliated libraries. |
655 #4 - INDEX TERM--GENRE/FORM | |
Genre/form data or focus term | Electronic books. |
700 1# - ADDED ENTRY--PERSONAL NAME | |
Personal name | Wischik, Damon J. |
776 08 - ADDITIONAL PHYSICAL FORM ENTRY | |
Relationship information | Print version: |
Main entry heading | Grant, Thomas D. |
Title | On the Path to AI |
Place, publisher, and date of publication | Cham : Springer International Publishing AG,c2020 |
International Standard Book Number | 9783030435813 |
797 2# - LOCAL ADDED ENTRY--CORPORATE NAME (RLIN) | |
Corporate name or jurisdiction name as entry element | ProQuest (Firm) |
856 40 - ELECTRONIC LOCATION AND ACCESS | |
Uniform Resource Identifier | <a href="https://ebookcentral.proquest.com/lib/bacm-ebooks/detail.action?docID=6219747">https://ebookcentral.proquest.com/lib/bacm-ebooks/detail.action?docID=6219747</a> |
Public note | Click to View |
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