{"product_id":"numerical-machine-learning-sayed-ameenuddin-irfan-9789815165005","title":"Numerical Machine Learning","description":"Numerical Machine Learning is a simple textbook on machine learning that bridges the gap between mathematics theory and practice. The book uses numerical examples with small datasets and simple Python codes to provide a complete walkthrough of the underlying mathematical steps of seven commonly used machine learning algorithms and techniques, including linear regression, regularization, logistic regression, decision trees, gradient boosting, Support Vector Machine, and K-means Clustering. \u003cp\u003e\u003c\/p\u003eThrough a step-by-step exploration of concrete numerical examples, the students (primarily undergraduate and graduate students studying machine learning) can develop a well-rounded understanding of these algorithms, gain an in-depth knowledge of how the mathematics relates to the implementation and performance of the algorithms, and be better equipped to apply them to practical problems. \u003cp\u003e\u003c\/p\u003eKey features \u003cp\u003e\u003c\/p\u003e-Provides a concise introduction to numerical concepts in machine learning in simple terms \u003cp\u003e\u003c\/p\u003e-Explains the 7 basic mathematical techniques used in machine learning problems, with over 60 illustrations and tables \u003cp\u003e\u003c\/p\u003e-Focuses on numerical examples while using small datasets for easy learning \u003cp\u003e\u003c\/p\u003e-Includes simple Python codes \u003cp\u003e\u003c\/p\u003e-Includes bibliographic references for advanced reading \u003cp\u003e\u003c\/p\u003eThe text is essential for college and university-level students who are required to understand the fundamentals of machine learning in their courses.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Sayed Ameenuddin Irfan,Christopher Teoh,Priyanka Hriday Bhoyar\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 9815165003\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9789815165005\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Bentham Science Publishers\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 08\/29\/2023\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 226\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.21lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 10.00h x 7.00w x 0.59d","brand":"Sayed Ameenuddin Irfan","offers":[{"title":"Paperback","offer_id":48446721065215,"sku":"9789815165005","price":59.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_dd5c4a23-98ee-4974-8d0b-a870b2bae724.jpg?v=1777226516","url":"https:\/\/www.whiterainbookhouse.com\/products\/numerical-machine-learning-sayed-ameenuddin-irfan-9789815165005","provider":"WR Book House","version":"1.0","type":"link"}