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Machine Learning: The New AI
The MIT Press Essential Knowledge Series
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Audible会員プラン 無料体験
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ナレーター:
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Steven Menasche
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著者:
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Ethem Alpaydi
このコンテンツについて
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 every day, including driverless cars. It is the basis of the new approach in computing where we do not write programs but collect data; the idea is to learn the algorithms for the tasks automatically from data. As computing devices grow more ubiquitous, a larger part of our lives and work is recorded digitally, and as "Big Data" has gotten bigger, the theory of machine learning - the foundation of efforts to process that data into knowledge - has also advanced.
In this audiobook, machine learning expert Ethem Alpaydin offers a concise overview of the subject for the general listener, describing its evolution, explaining important learning algorithms, and presenting example applications. Alpaydin offers an account of how digital technology advanced from number-crunching mainframes to mobile devices, putting today's machine learning boom in context. He describes the basics of machine learning and some applications; the use of machine learning algorithms for pattern recognition; artificial neural networks inspired by the human brain; algorithms that learn associations between instances, with such applications as customer segmentation and learning recommendations; and reinforcement learning, when an autonomous agent learns act so as to maximize reward and minimize penalty. Alpaydin then considers some future directions for machine learning and the new field of "data science," and discusses the ethical and legal implications for data privacy and security.
©2016 Massachusetts Institute of Technology (P)2016 Gildan Media LLCこちらもおすすめ
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Project Management All-in-One for Dummies is the premier go-to for PMs looking for hands-on information and advice to take their organizational, planning, and execution skills to new heights. In this book you will find: Project Management for Dummies, Agile Project Management for Dummies, Project Management Checklists for Dummies, Managing Millennials for Dummies, SCRUM for Dummies, Microsoft Project 2019, Product Management for Dummies, and Enterprise Agility for Dummies....
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The laws of thermodynamics drive everything that happens in the universe. From the sudden expansion of a cloud of gas to the cooling of hot metal - everything is moved or restrained by four simple laws. This powerful and compact introduction explains what these four laws are and how they work, using accessible language and virtually no mathematics.
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