{"product_id":"machine-learning-revised-and-updated-edition-9780262542524","title":"Machine Learning, Revised and Updated Edition","description":"\u003cb\u003eA concise overview of machine learning--computer programs that learn from data--the basis of such applications as voice recognition and driverless cars.\u003c\/b\u003e \u003cp\u003e\u003c\/p\u003eToday, machine learning underlies a range of applications we use every day, from product recommendations to voice recognition--as well as some we don't yet use everyday, including driverless cars. It is the basis for a new approach to artificial intelligence that aims to program computers to use example data or past experience to solve a given problem. In this volume in the MIT Press Essential Knowledge series, Ethem Alpaydin offers a concise and accessible overview of the new AI. This expanded edition offers new material on such challenges facing machine learning as privacy, security, accountability, and bias. \u003cp\u003e\u003c\/p\u003eAlpaydin, author of a popular textbook on machine learning, explains that as Big Data has gotten bigger, the theory of machine learning--the foundation of efforts to process that data into knowledge--has also advanced. He describes the evolution of the field, explains important learning algorithms, and presents example applications. He discusses the use of machine learning algorithms for pattern recognition; artificial neural networks inspired by the human brain; algorithms that learn associations between instances; and reinforcement learning, when an autonomous agent learns to take actions to maximize reward. In a new chapter, he considers transparency, explainability, and fairness, and the ethical and legal implications of making decisions based on data.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e MIT Press\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 08\/17\/2021\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9780262542524\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 280","brand":"Ethem Alpaydin","offers":[{"title":"Default Title","offer_id":40550925795509,"sku":"9780262542524","price":13.56,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0473\/0804\/6492\/products\/img_d168191b-e730-4f4a-a75f-56a62321d923.jpg?v=1626793085","url":"https:\/\/pastforward.org\/products\/machine-learning-revised-and-updated-edition-9780262542524","provider":"Past Forward","version":"1.0","type":"link"}