{"product_id":"the-shape-of-data-network-science-geometry-based-machine-learning-and-topological-data-analysis-in-r-9781718503083","title":"The Shape of Data: Network Science, Geometry-Based Machine Learning, and Topological Data Analysis in R","description":"\u003cp\u003e • Author(s): Colleen M. Farrelly\u003cbr\u003e • Publisher: No Starch Press\u003cbr\u003e • Publisher Imprint: No Starch Press\u003cbr\u003e • BISAC: Data Science - Machine Learning\u003c\/p\u003e\u003cp\u003e\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 \u003c\/p\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","brand":"No Starch Press","offers":[{"title":"Paperback","offer_id":45034648928407,"sku":"9781718503083","price":2832.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781718503083.webp?v=1769210881","url":"https:\/\/atlanticbooks.com\/products\/the-shape-of-data-network-science-geometry-based-machine-learning-and-topological-data-analysis-in-r-9781718503083","provider":"Atlantic Books","version":"1.0","type":"link"}