Machine Learning, revised and updated edition: The New Ai (2) (The MIT Press Essential Knowledge series)
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- Synopsis
- A concise overview of machine learning--computer programs that learn from data--the basis of such applications as voice recognition and driverless cars.Today, 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. Alpaydin, 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.
- Copyright:
- 2016
Book Details
- Book Quality:
- Publisher Quality
- Book Size:
- 224 Pages
- ISBN-13:
- 9780262365352
- Related ISBNs:
- 9780262542524
- Publisher:
- MIT Press
- Date of Addition:
- 08/17/21
- Copyrighted By:
- Massachusetts Institute of Technology
- Adult content:
- No
- Language:
- English
- Has Image Descriptions:
- No
- Categories:
- History, Nonfiction, Computers and Internet, Technology
- Reading Age:
- 18 and up
- Submitted By:
- Bookshare Staff
- Usage Restrictions:
- This is a copyrighted book.
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- by Ethem Alpaydin
- in History
- in Nonfiction
- in Computers and Internet
- in Technology