SKU: 44180602529

Mathematics for Machine Learning

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Description

Mathematics for Machine LearningThe 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

The 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.

EAN: 9781108455145
Farbverschnitt: Generell werden die Bücher ohne Farbverschnitt geliefert, auch wenn die Abbildungen einen Farbverschnitt zeigen.
Erscheinungsjahr: 23.04.2020
Produktform: Kartoniert
Autoren: Deisenroth, Marc Peter & Faisal, A. Aldo & Ong, Cheng Soon
Abbildungen: Worked examples or Exercises; 106 Halftones, color; 3 Halftones, black and white; Worked examples or Exercises; 106 Halftones, color; 3 Halftones, black and white
Themenüberschrift: COMPUTERS / Computer Vision & Pattern Recognition
Fachschema: Mathematik / Technik, Ingenieurwissenschaften, Handwerk~Intelligenz / Künstliche Intelligenz~KI~Künstliche Intelligenz - AI~Mustererkennung
Fachkategorie: Wahrscheinlichkeitsrechnung und Statistik~Mathematik für Ingenieure~Mustererkennung~Maschinelles Sehen, Bildverstehen, Maschinelles Lernen
Text Sprache: eng
Seitenanzahl: XVII, 370
Verlag: Cambridge University Pr.
Länge: 254 mm
Breite: 180 mm
Höhe: 21 mm
Gewicht: 810 gr
Genre: Importe
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SKU: 44180602529

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They really nice. Good looking and feel comfortable. But I believe they run small. I’m an exchange them for a size up.
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These shoes are well made and I love the way they look. They look great with jeans or dresses. I usually wear a 9 1/2 or 10 depending on the brand. These are a size 10 and fit. Hopefully after a breaking in period the opening at the toes will loosen up. Also, when walking they make a slap slap sound. Again, hoping after they break in that won't be the case. I got a great deal and poof a couple of days later there was a slightly better deal. I wasn't sure I'd like the color but it's actually really nice. The upper is genuine leather and they are well made.
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This shoe is fairly narrow, which works fine for my narrow feet. Comfortable. Light. Nice color will match with lots of colors. Fairly comfortable but the skinny part by the toe I see how this would give anyone with a medium side foot blisters. It’s fine on me.
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