{"product_id":"introduction-to-machine-learning-with-r-rigorous-mathematical-analysis-9781491976449","title":"Introduction to Machine Learning with R: Rigorous Mathematical Analysis","description":"\u003cp\u003e • Author(s): Scott V. Burger\u003cbr\u003e • Publisher: O'Reilly Media\u003cbr\u003e • Publisher Imprint: O'Reilly Media\u003cbr\u003e • BISAC: Data Science - Data Modeling \u0026amp; Design\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eMachine learning is an intimidating subject until you know the fundamentals. If you understand basic coding concepts, this introductory guide will help you gain a solid foundation in machine learning principles. Using the R programming language, you'll first start to learn with regression modelling and then move into more advanced topics such as neural networks and tree-based methods. \u003c\/p\u003e\u003cp\u003e Finally, you'll delve into the frontier of machine learning, using the \u003ci\u003ecaret\u003c\/i\u003e package in R. Once you develop a familiarity with topics such as the difference between regression and classification models, you'll be able to solve an array of machine learning problems. Author Scott V. Burger provides several examples to help you build a working knowledge of machine learning. \u003c\/p\u003e\u003cul\u003e \u003cli\u003eExplore machine learning models, algorithms, and data training \u003c\/li\u003e\n\u003cli\u003eUnderstand machine learning algorithms for supervised and unsupervised cases \u003c\/li\u003e\n\u003cli\u003eExamine statistical concepts for designing data for use in models \u003c\/li\u003e\n\u003cli\u003eDive into linear regression models used in business and science \u003c\/li\u003e\n\u003cli\u003eUse single-layer and multilayer neural networks for calculating outcomes \u003c\/li\u003e\n\u003cli\u003eLook at how tree-based models work, including popular decision trees \u003c\/li\u003e\n\u003cli\u003eGet a comprehensive view of the machine learning ecosystem in R \u003c\/li\u003e\n\u003cli\u003eExplore the powerhouse of tools available in R's \u003ci\u003ecaret\u003c\/i\u003e package \u003c\/li\u003e\n\u003c\/ul\u003e","brand":"O'Reilly Media","offers":[{"title":"Paperback","offer_id":45036369969303,"sku":"9781491976449","price":3849.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781491976449.webp?v=1769213194","url":"https:\/\/atlanticbooks.com\/products\/introduction-to-machine-learning-with-r-rigorous-mathematical-analysis-9781491976449","provider":"Atlantic Books","version":"1.0","type":"link"}