Data Science (The MIT Press Essential Knowledge series) | Information and Society (The MIT Press Essential Knowledge series) | Cloud Computing | Neuroplasticity | Metadata | The Technological Singularity | The Internet of Things
A concise overview of machine learningâcomputer programs that learn from dataâwhich underlies applications that include recommendation systems, face recognition, and driverless cars.
Today, machine learning underlies a range of applications we use every day, from product recommendations to voice recognitionâas well as some we don't yet use everyday, 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 âBig Dataâ has gotten bigger, the theory of machine learningâthe foundation of efforts to process that data into knowledgeâhas also advanced. In this book, machine learning expert Ethem Alpaydin offers a concise overview of the subject for the general reader, 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 âdata science,â and discusses the ethical and legal implications for data privacy and security.
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