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Machine Learning - Ethem Alpaydin

English
2021-08-17
โ‚ฌ18.71 โ‚ฌ23.39

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MIT presents a concise primer on machine learningโ€”computer programs that learn from data and the basis of applications like voice recognition and driverless cars.No in-depth knowledge of math or programming required!Today, machine learning underlies a range of applications we use every day, from product recommendations to voice recognitionโ€”as well as some we donโ€™t yet use every day, including driverless car ... Full description

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MIT presents a concise primer on machine learningโ€”computer programs that learn from data and the basis of applications like voice recognition and driverless cars.No in-depth knowledge of math or programming required!Today, machine learning underlies a range of applications we use every day, from product recommendations to voice recognitionโ€”as well as some we donโ€™t yet use every day, 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 โ€œthe new AI.โ€ This expanded edition offers new material on such challenges facing machine learning as privacy, security, accountability, and bias.Alpaydin explains that as Big Data has grown, the theory of machine learningโ€”the foundation of efforts to process that data into knowledgeโ€”has also advanced. He covers:โ€ข The evolution of machine learningโ€ข Important learning algorithms and example applicationsโ€ข Using machine learning algorithms for pattern recognitionโ€ข Artificial neural networks inspired by the human brainโ€ข Algorithms that learn associations between instancesโ€ข Reinforcement learningโ€ข Transparency, explainability, and fairness in machine learningโ€ข The ethical and legal implicates of data-based decision makingA comprehensive introduction to machine learning, this book does not require any previous knowledge of mathematics or programmingโ€”making it accessible for everyday readers and easily adoptable for classroom syllabi.

More Information

Author Ethem Alpaydin
Publisher The MIT Press
Series The MIT Press Essential Knowledge Series
Release year 2021
Cover type Softcover
EAN 9780262542524
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โ‚ฌ18.71 โ‚ฌ23.39