{"product_id":"the-art-of-machine-learning-a-hands-on-guide-to-machine-learning-with-r-paperback","title":"The Art of Machine Learning: A Hands-On Guide to Machine Learning with R - Paperback","description":"\u003cp\u003eby \u003cb\u003eNorman Matloff\u003c\/b\u003e (Author)\u003c\/p\u003e\u003cp\u003e\u003cb\u003eLearn to expertly apply a range of machine learning methods to real data with this practical guide.\u003c\/b\u003e \u003c\/p\u003e\u003cp\u003e\u003c\/p\u003ePacked with real datasets and practical examples, \u003ci\u003eThe Art of Machine Learning\u003c\/i\u003e will help you develop an intuitive understanding of how and why ML methods work, without the need for advanced math. \u003cp\u003e\u003c\/p\u003eAs you work through the book, you'll learn how to implement a range of powerful ML techniques, starting with the k-Nearest Neighbors (k-NN) method and random forests, and moving on to gradient boosting, support vector machines (SVMs), neural networks, and more. \u003cp\u003e\u003c\/p\u003eWith the aid of real datasets, you'll delve into regression models through the use of a bike-sharing dataset, explore decision trees by leveraging New York City taxi data, and dissect parametric methods with baseball player stats. You'll also find expert tips for avoiding common problems, like handling \"dirty\" or unbalanced data, and how to troubleshoot pitfalls. \u003cp\u003e\u003c\/p\u003eYou'll also explore: \u003cp\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eHow to deal with large datasets and techniques for dimension reduction\u003c\/li\u003e\n\u003cli\u003eDetails on how the Bias-Variance Trade-off plays out in specific ML methods\u003c\/li\u003e\n\u003cli\u003eModels based on linear relationships, including ridge and LASSO regression\u003c\/li\u003e\n\u003cli\u003eReal-world image and text classification and how to handle time series data\u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003eMachine learning is an art that requires careful tuning and tweaking. With\u003ci\u003e The Art of Machine Learning\u003c\/i\u003e as your guide, you'll master the underlying principles of ML that will empower you to effectively use these models, rather than simply provide a few stock actions with limited practical use. \u003cp\u003e\u003c\/p\u003e\u003ci\u003eRequirements: A basic understanding of graphs and charts and familiarity with the R programming language\u003c\/i\u003e\u003ch3\u003eAuthor Biography\u003c\/h3\u003e\u003cp\u003e\u003cb\u003eNorman Matloff\u003c\/b\u003e is an award-winning professor at the University of California, Davis. Matloff has a PhD in mathematics from UCLA and is the author of \u003ci\u003eThe Art of Debugging with GDB, DDD, and Eclipse\u003c\/i\u003e and \u003ci\u003eThe Art of R Programming\u003c\/i\u003e (both from No Starch Press).\u003c\/p\u003e\u003cdiv\u003e\n\u003cstrong\u003eNumber of Pages:\u003c\/strong\u003e 272\u003c\/div\u003e\u003cdiv\u003e\n\u003cstrong\u003eDimensions:\u003c\/strong\u003e 0.7 x 9.2 x 6.9 IN\u003c\/div\u003e\u003cdiv\u003e\n\u003cstrong\u003ePublication Date:\u003c\/strong\u003e January 09, 2024\u003c\/div\u003e","brand":"Books by splitShops","offers":[{"title":"Default Title","offer_id":51764877820192,"sku":"9781718502109","price":49.99,"currency_code":"USD","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0974\/9764\/5344\/files\/11a1119d568ac0c721b529d3aaf8bf41.webp?v=1780257196","url":"https:\/\/ebocreations.com\/products\/the-art-of-machine-learning-a-hands-on-guide-to-machine-learning-with-r-paperback","provider":"The E-Book Oasis LLC","version":"1.0","type":"link"}