Machine Learning Refined: Foundations, A
โ Jeremy Watt, Reza Borhani, Aggelos K. Katsaggelos
๐ Library
๐
2016
๐ Cambridge University Press
๐ English
โฆ LIBER โฆ
๐
Machine Learning Refined: Foundations, Algorithms, and Applications
โ Scribed by Jeremy Watt, Reza Borhani, Aggelos K. Katsaggelos
- Publisher
- Cambridge University Press
- Year
- 2020
- Tongue
- English
- Leaves
- 593
- Edition
- 2
- Category
- Library
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โฆ Synopsis
With its intuitive yet rigorous approach to machine learning, this text provides students with the fundamental knowledge and practical tools needed to conduct research and build data-driven products. The authors prioritize geometric intuition and algorithmic thinking, and include detail on all the essential mathematical prerequisites, to offer a fresh and accessible way to learn. Practical applications are emphasized, with examples from disciplines including computer vision, natural language processing, economics, neuroscience, recommender systems, physics, and biology. Over 300 color illustrations are included and have been meticulously designed to enable an intuitive grasp of technical concepts, and over 100 in-depth coding exercises (in Python) provide a real understanding of crucial machine learning algorithms. A suite of online resources including sample code, data sets, interactive lecture slides, and a solutions manual are provided online, making this an ideal text both for graduate courses on machine learning and for individual reference and self-study.
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Machine Learning Refined: Foundations, A
โ Jeremy Watt; Reza Borhani; Aggelos Katsaggelos
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2020
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Providing a unique approach to machine learning, this text contains fresh and intuitive, yet rigorous, descriptions of all fundamental concepts necessary to conduct research, build products, tinker, and play. By prioritizing geometric intuition, algorithmic thinking, and practical real world applica
Machine learning refined foundations, al
โ Borhani, Reza; Katsaggelos, Aggelos Konstantinos; Watt, Jeremy
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๐
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"Providing a unique approach to machine learning, this text contains fresh and intuitive, yet rigorous, descriptions of all fundamental concepts necessary to conduct research, build products, tinker, and play. By prioritizing geometric intuition, algorithmic thinking, and practical real world applic
Machine Learning Refined: Foundations, A
โ Jeremy Watt; Reza Borhani; Aggelos Katsaggelos
๐ Library
๐
2020
๐ Cambridge University Press
๐ English
Providing a unique approach to machine learning, this text contains fresh and intuitive, yet rigorous, descriptions of all fundamental concepts necessary to conduct research, build products, tinker, and play. By prioritizing geometric intuition, algorithmic thinking, and practical real world applica
Machine learning refined: foundations, a
โ Borhani, Reza; Katsaggelos, Aggelos Konstantinos; Watt, Jeremy
๐ Library
๐
2020
๐ Cambridge University Press
๐ English
With its intuitive yet rigorous approach to machine learning, this text provides students with the fundamental knowledge and practical tools needed to conduct research and build data-driven products. The authors prioritize geometric intuition and algorithmic thinking, and include detail on all the e
Machine Learning Refined: Foundations, A
โ Jeremy Watt, Reza Borhani, Aggelos Katsaggelos
๐ Library
๐
2016
๐ Cambridge University Press
๐ English
Providing a unique approach to machine learning, this text contains fresh and intuitive, yet rigorous, descriptions of all fundamental concepts necessary to conduct research, build products, tinker, and play. By prioritizing geometric intuition, algorithmic thinking, and practical real world applica