On the path to AI

Law's prophecies and the conceptual foundations of the machine learning age
1. Auflage 2020
ISBN: 978-3-030-43581-3
Verlag: Springer International Publishing

Buch, Englisch, 147 Seiten, Format (B × H): 153 mm x 216 mm, Gewicht: 343 g

This open access book explores machine learning and its impact on how we make sense of the world. It does so by bringing together two ‘revolutions’ in a surprising analogy: the revolution of machine learning, which has placed computing on the path to artificial intelligence, and the revolution in thinking about the law that was spurred by Oliver Wendell Holmes Jr in the last two decades of the 19th century. Holmes reconceived law as prophecy based on experience, prefiguring the buzzwords of the machine learning age—prediction based on datasets.

On the path to AI introduces readers to the key concepts of machine learning, discusses the potential applications and limitations of predictions generated by machines using data, and informs current debates amongst scholars, lawyers and policy makers on how it should be used and regulated wisely. Technologists will also find useful lessons learned from the last 120 years of legal grappling with accountability, explainability, and biased data. 

Zielgruppe

Research

Autoren/Hrsg.

Wischik, Damon J.

Grant, Thomas D.

Fachgebiete

• Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz
• Rechtswissenschaften Wirtschaftsrecht Medienrecht
• Geowissenschaften Geographie | Raumplanung Humangeographie
• Sozialwissenschaften Soziologie | Soziale Arbeit Spezielle Soziologie Wissenssoziologie, Wissenschaftssoziologie, Techniksoziologie

Inhaltsverzeichnis

Prologue: Starting with logic.- CHAPTER 1: Two Revolutions.- CHAPTER 2: Getting past logic.- CHAPTER 3: Experience and data as input.- CHAPTER 4: Finding patterns as the path from input to output.- CHAPTER 5: Output as prophecy.- CHAPTER 6: Explanations of machine learning.- CHAPTER 7: Juries and other reliable predictors.- CHAPTER 8: Poisonous datasets, poisonous trees.- CHAPTER 9: From Holmes to AlphaGo.- CHAPTER 10:Conclusion.- EPILOGUE: Lessons in two directions.

Über Autor(innen)

Thomas D. Grant is a Fellow of the Lauterpacht Centre for International Law, University of Cambridge, UK.

Damon J. Wischik is a Lecturer in the Department of Computer Science and Technology, University of Cambridge, UK.