{"product_id":"the-shape-of-data-geometry-based-machine-learning-and-data-analysis-in-r-9781718503083","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 \u003cp\u003e\u003c\/p\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. \u003cp\u003e\u003c\/p\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. \u003cp\u003e\u003c\/p\u003eIn addition to gaining a deeper understanding of how to implement geometry-based algorithms with code, you'll explore: \u003cp\u003e\u003c\/p\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\u003cbr\u003e\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e No Starch Press\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 09\/12\/2023\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9781718503083\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 264","brand":"Colleen M. Farrelly, Ya\u0026#233; Ulrich Gaba","offers":[{"title":"Default Title","offer_id":43049675751605,"sku":"9781718503083","price":33.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0473\/0804\/6492\/files\/img_f7b17c80-b2a1-433b-b93b-601121c19b19.jpg?v=1689692613","url":"https:\/\/pastforward.org\/products\/the-shape-of-data-geometry-based-machine-learning-and-data-analysis-in-r-9781718503083","provider":"Past Forward","version":"1.0","type":"link"}