On the Path to AI: Conceptual Foundations of the Machine Learning Age
简介：
本书探讨了机器学习及其对我们如何理解世界的影响。它通过将两个 “革命” 以一个令人惊讶的类比结合在一起来做到这一点: 机器学习的革命，使计算走上了人工智能的道路，以及奥利弗·温德尔·霍姆斯 (Oliver Wendell Holmes Jr) 在过去二十年的19世纪中引发的法律思考的革命。福尔摩斯将法律重新定义为基于经验的预言，预示了基于数据集的机器学习年龄预测的流行语。它向读者介绍了机器学习的关键概念，讨论了机器使用数据生成的预测的潜在应用和局限性，并为学者，律师和政策制定者之间关于如何明智地使用和监管它的当前辩论提供了信息。技术人员还将从过去120年的法律斗争中发现有用的经验教训，包括问责制，可解释性和有偏见的数据。
英文简介：
This 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.
It 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.
- 书名
- On the Path to AI: Conceptual Foundations of the Machine Learning Age
- 译名
- 迈向人工智能之路：机器学习时代的概念基础
- 语言
- 英语
- 年份
- 2020
- 页数
- 163页
- 大小
- 3.20 MB
- 标签
- 机器学习
- 下载
On the Path to AI: Conceptual Foundations of the Machine Learning Age.pdf- 密码
- 65536
最后更新：2025-04-12 23:57:34