{"product_id":"deisenroth-marc-peter-mathematics-for-machine-learning","title":"Mathematics for Machine Learning","description":"\u003cp\u003eThe fundamental mathematical tools needed to understand machine learning include linear algebra, analytic geometry, matrix decompositions, vector calculus, optimization, probability and statistics. These topics are traditionally taught in disparate courses, making it hard for data science or computer science students, or professionals, to efficiently learn the mathematics. This self-contained textbook bridges the gap between mathematical and machine learning texts, introducing the mathematical concepts with a minimum of prerequisites. It uses these concepts to derive four central machine learning methods: linear regression, principal component analysis, Gaussian mixture models and support vector machines. For students and others with a mathematical background, these derivations provide a starting point to machine learning texts. For those learning the mathematics for the first time, the methods help build intuition and practical experience with applying mathematical concepts. Every chapter includes worked examples and exercises to test understanding. Programming tutorials are offered on the book's web site.\u003c\/p\u003e\u003ctable style=\"border-collapse: collapse; border: none;\"\u003e\n\u003ctr style=\"border: none;\"\u003e\n\u003ctd style=\"border: none; width: 30%;\"\u003eEAN:\u003c\/td\u003e\n\u003ctd style=\"border: none;\"\u003e9781108455145\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr style=\"border: none;\"\u003e\n\u003ctd style=\"border: none; width: 30%;\"\u003eFarbverschnitt:\u003c\/td\u003e\n\u003ctd style=\"border: none;\"\u003eGenerell werden die Bücher ohne Farbverschnitt geliefert, auch wenn die Abbildungen einen Farbverschnitt zeigen.\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr style=\"border: none;\"\u003e\n\u003ctd style=\"border: none; width: 30%;\"\u003eErscheinungsjahr:\u003c\/td\u003e\n\u003ctd style=\"border: none;\"\u003e23.04.2020\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr style=\"border: none;\"\u003e\n\u003ctd style=\"border: none; width: 30%;\"\u003eProduktform:\u003c\/td\u003e\n\u003ctd style=\"border: none;\"\u003eKartoniert\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr style=\"border: none;\"\u003e\n\u003ctd style=\"border: none; width: 30%;\"\u003eAutoren:\u003c\/td\u003e\n\u003ctd style=\"border: none;\"\u003eDeisenroth, Marc Peter \u0026amp; Faisal, A. Aldo \u0026amp; Ong, Cheng Soon\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr style=\"border: none;\"\u003e\n\u003ctd style=\"border: none; width: 30%;\"\u003eAbbildungen:\u003c\/td\u003e\n\u003ctd style=\"border: none;\"\u003eWorked examples or Exercises; 106 Halftones, color; 3 Halftones, black and white; Worked examples or Exercises; 106 Halftones, color; 3 Halftones, black and white\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr style=\"border: none;\"\u003e\n\u003ctd style=\"border: none; width: 30%;\"\u003eThemenüberschrift:\u003c\/td\u003e\n\u003ctd style=\"border: none;\"\u003eCOMPUTERS \/ Computer Vision \u0026amp; Pattern Recognition\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr style=\"border: none;\"\u003e\n\u003ctd style=\"border: none; width: 30%;\"\u003eFachschema:\u003c\/td\u003e\n\u003ctd style=\"border: none;\"\u003eMathematik \/ Technik, Ingenieurwissenschaften, Handwerk~Intelligenz \/ Künstliche Intelligenz~KI~Künstliche Intelligenz - AI~Mustererkennung\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr style=\"border: none;\"\u003e\n\u003ctd style=\"border: none; width: 30%;\"\u003eFachkategorie:\u003c\/td\u003e\n\u003ctd style=\"border: none;\"\u003eWahrscheinlichkeitsrechnung und Statistik~Mathematik für Ingenieure~Mustererkennung~Maschinelles Sehen, Bildverstehen, Maschinelles Lernen\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr style=\"border: none;\"\u003e\n\u003ctd style=\"border: none; width: 30%;\"\u003eText Sprache:\u003c\/td\u003e\n\u003ctd style=\"border: none;\"\u003eeng\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr style=\"border: none;\"\u003e\n\u003ctd style=\"border: none; width: 30%;\"\u003eSeitenanzahl:\u003c\/td\u003e\n\u003ctd style=\"border: none;\"\u003eXVII, 370\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr style=\"border: none;\"\u003e\n\u003ctd style=\"border: none; width: 30%;\"\u003eVerlag:\u003c\/td\u003e\n\u003ctd style=\"border: none;\"\u003eCambridge University Pr.\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr style=\"border: none;\"\u003e\n\u003ctd style=\"border: none; width: 30%;\"\u003eLänge:\u003c\/td\u003e\n\u003ctd style=\"border: none;\"\u003e254 mm\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr style=\"border: none;\"\u003e\n\u003ctd style=\"border: none; width: 30%;\"\u003eBreite:\u003c\/td\u003e\n\u003ctd style=\"border: none;\"\u003e180 mm\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr style=\"border: none;\"\u003e\n\u003ctd style=\"border: none; width: 30%;\"\u003eHöhe:\u003c\/td\u003e\n\u003ctd style=\"border: none;\"\u003e21 mm\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr style=\"border: none;\"\u003e\n\u003ctd style=\"border: none; width: 30%;\"\u003eGewicht:\u003c\/td\u003e\n\u003ctd style=\"border: none;\"\u003e810 gr\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr style=\"border: none;\"\u003e\n\u003ctd style=\"border: none; width: 30%;\"\u003eGenre:\u003c\/td\u003e\n\u003ctd style=\"border: none;\"\u003eImporte\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003c\/table\u003e","brand":"Deisenroth, Marc Peter \u0026 Faisal, A. Aldo \u0026 Ong, Cheng Soon","offers":[{"title":"Default Title","offer_id":53788323840326,"sku":"1185463","price":50.01,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0852\/3081\/3510\/files\/B00000004981736.jpg?v=1733543114","url":"https:\/\/www.averdo.com\/en\/products\/deisenroth-marc-peter-mathematics-for-machine-learning","provider":"Averdo","version":"1.0","type":"link"}