Machine Learning Refined - Foundations Algorithms And Applications
pdf | 43.03 MB | English | Author :Reza Borhan| 978-1108480727 | 2020 | Cambridge University Press; 2 edition

Book Description :

With its intuitive yet rigorous approach tmachine learning, this text provides students with the fundamentaknowledge and practicatools needed tconduct research and build data-driven products. The authors prioritize geometriintuition and algorithmithinking, and include detaion althe essentiamathematicaprerequisites, toffea fresh and accessible way tlearn. Practicaapplications are emphasized, with examples frodisciplines including computevision, naturalanguage processing, economics, neuroscience, recommendesystems, physics, and biology. Ove300 coloillustrations are included and have been meticulously designed tenable an intuitive grasp of technicaconcepts, and ove100 in-depth coding exercises (in Python) provide a reaunderstanding of cruciamachine learning algorithms. A suite of online resources including sample code, data sets, interactive lecture slides, and a solutions manuaare provided online, making this an ideatext both fograduate courses on machine learning and foindividuareference and self-study.

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