Mathematics for Machine Learning
Mathematics for Machine Learning

Author: Marc Peter Deisenroth

Publisher: Cambridge University Press

Published: 2020-04-23

Total Pages: 392

ISBN-13: 1108569323

DOWNLOAD EBOOK

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.

Mathematical Logic: Part 1
Mathematical Logic: Part 1

Author: René Cori

Publisher: OUP Oxford

Published: 2000-09-07

Total Pages: 361

ISBN-13: 0191589772

DOWNLOAD EBOOK

Logic forms the basis of mathematics, and is hence a fundamental part of any mathematics course. In particular, it is a major element in theoretical computer science and has undergone a huge revival with the explosion of interest in computers and computer science. This book provides students with a clear and accessible introduction to this important subject. The concept of model underlies the whole book, giving the text a theoretical coherence whilst still covering a wide area of logic.

GED Math Exercise Book
GED Math Exercise Book

Author: Elise Baniam

Publisher: WWW.MathNotion.com

Published: 2021-04

Total Pages: 214

ISBN-13: 1636201180

DOWNLOAD EBOOK

Get All the Math Prep You Need to Ace the GED Test! Studying for a test is much easier when you know what will be on it, particularly when you can crack it down into apparent parts. You can then study each section independently. GED Math Exercise Book helps you achieve the next level of professional achievement. It contains over 2,500 practice problems covering every topic tested on the GED math, making it a critical resource for students to provide them with comprehensive practice. So that you can not only pass the GED Test but earn an advanced score. Upgraded by our professional instructors, the problems are sensibly categorized into practice sets and reflect those found on the GED in content, form, and style. Students can build fundamental skills in math through targeted practice while easy-to-follow explanations help cement their understanding of the concepts assessed on the GED. This user-friendly resource includes simple explanations: Hands-on experience with all GED math questions. Focusing your study time on what is most important. Everything you need to know for a High Score. Complete review to help you master different concepts. These reviews go into detail to cover all math topics on the GED test. Hundreds of realistic questions and drills, including new practice questions. 2 full-length practice tests with detailed answer explanations Effective exercises to help you avoid traps and pacing yourself beat the GED test. It is packed with everything you need to do your best on the test and move toward your graduation. Published By: The Math Notion www.mathnotion.com

A Classified Catalogue of Educational Works
A Classified Catalogue of Educational Works

Author: Anonymous

Publisher: BoD – Books on Demand

Published: 2023-03-31

Total Pages: 230

ISBN-13: 3382164574

DOWNLOAD EBOOK

Reprint of the original, first published in 1871. The publishing house Anatiposi publishes historical books as reprints. Due to their age, these books may have missing pages or inferior quality. Our aim is to preserve these books and make them available to the public so that they do not get lost.