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Introduction to Machine Learning
2020 || Hardcover || Ethem Alpaydin || MIT Press Ltd
A substantially revised fourth edition of a comprehensive textbook, including new coverage of recent advances in deep learning and neural networks.
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Fundamentals of Machine Learning for Predictive Data Analytics
Algorithms, Worked Examples, and Case Studies
2020 || Hardcover || John D. Kelleher || MIT Press
Machine learning is often used to build predictive models by extracting patterns from large datasets. These models are used in predictive data analytics applications including price prediction, risk assessment, predicting customer behavior, and document classification. This introductory textbook offers a detailed and focused treatment of the most important machine learning approaches used in predictive data analytics, covering both theoretical concepts and practical applications. Technical an...