{"product_id":"the-shape-of-data","title":"The Shape of Data: Geometry-Based Machine Learning and Data Analysis in R","description":"\u003cb\u003eThis advanced machine learning book highlights many algorithms from a geometric perspective and introduces tools in network science, metric geometry, and topological data analysis through practical application.\u003c\/b\u003e\u003cbr\u003e\u003cbr\u003eWhether you’re a mathematician, seasoned data scientist, or marketing professional, you’ll find \u003ci\u003eThe Shape of Data \u003c\/i\u003eto be the perfect introduction to the critical interplay between the geometry of data structures and machine learning.\u003cbr\u003e\u003cbr\u003eThis book’s extensive collection of case studies (drawn from medicine, education, sociology, linguistics, and more) and gentle explanations of the math behind dozens of algorithms provide a comprehensive yet accessible look at how geometry shapes the algorithms that drive data analysis.\u003cbr\u003e\u003cbr\u003eIn addition to gaining a deeper understanding of how to implement geometry-based algorithms with code, you’ll explore:\u003cbr\u003e\u003cbr\u003e\u003cul\u003e\n\u003cli\u003eSupervised and unsupervised learning algorithms and their application to network data analysis\u003c\/li\u003e\n\u003cli\u003eThe way distance metrics and dimensionality reduction impact machine learning\u003c\/li\u003e\n\u003cli\u003eHow to visualize, embed, and analyze survey and text data with topology-based algorithms\u003c\/li\u003e\n\u003cli\u003eNew approaches to computational solutions, including distributed computing and quantum algorithms\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"None","offers":[{"title":"Couverture souple","offer_id":46257750573266,"sku":"9781718503083","price":53.99,"currency_code":"CAD","in_stock":true},{"title":"Livre numérique Kobo","offer_id":46257750606034,"sku":"0be8995c-2ba5-356b-b676-6c3f6b8b5a97","price":35.19,"currency_code":"CAD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0655\/8980\/5233\/files\/1_9a66b984-2fa1-4790-b4f1-7e2dc443915a.jpg?v=1763193431","url":"https:\/\/www.indigo.ca\/fr\/products\/the-shape-of-data","provider":"Indigo","version":"1.0","type":"link"}