{"product_id":"numerical-machine-learning-9789815165005","title":"Numerical Machine Learning","description":"\u003cp\u003e • Author(s): Sayed Ameenuddin Irfan\u003cbr\u003e • Publisher: Bentham Science Publishers\u003cbr\u003e • Publisher Imprint: Bentham Science Publishers\u003cbr\u003e • BISAC: Computer Science\u003c\/p\u003e\u003cp\u003eNumerical 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. \u003c\/p\u003e\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.","brand":"Bentham Science Publishers","offers":[{"title":"Paperback","offer_id":45565838196887,"sku":"9789815165005","price":5097.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9789815165005.webp?v=1768601449","url":"https:\/\/atlanticbooks.com\/products\/numerical-machine-learning-9789815165005","provider":"Atlantic Books","version":"1.0","type":"link"}