Author: Marc Peter Deisenroth
Publisher: Cambridge University Press
ISBN: 1108569323
Category : Computers
Languages : en
Pages : 392
Get Book Here
Book Description
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.
Author: Morris Kline
Publisher: Oxford University Press
ISBN: 0199840423
Category : Mathematics
Languages : en
Pages : 468
Get Book Here
Book Description
This comprehensive history traces the development of mathematical ideas and the careers of the men responsible for them. Volume 1 looks at the disciplines origins in Babylon and Egypt, the creation of geometry and trigonometry by the Greeks, and the role of mathematics in the medieval and early modern periods. Volume 2 focuses on calculus, the rise of analysis in the 19th century, and the number theories of Dedekind and Dirichlet. The concluding volume covers the revival of projective geometry, the emergence of abstract algebra, the beginnings of topology, and the influence of Godel on recent mathematical study.
Author:
Publisher:
ISBN:
Category : Bibliography
Languages : en
Pages : 1502
Get Book Here
Book Description
Author: H.W. Wilson Company
Publisher: Minneapolis ; New York : H.W. Wilson
ISBN:
Category : American literature
Languages : en
Pages : 2174
Get Book Here
Book Description
Author:
Publisher:
ISBN:
Category : American literature
Languages : en
Pages : 2432
Get Book Here
Book Description
Author: Frederick W. Byron
Publisher: Courier Corporation
ISBN: 0486135063
Category : Science
Languages : en
Pages : 674
Get Book Here
Book Description
Graduate-level text offers unified treatment of mathematics applicable to many branches of physics. Theory of vector spaces, analytic function theory, theory of integral equations, group theory, and more. Many problems. Bibliography.
Author:
Publisher:
ISBN:
Category : Education
Languages : en
Pages : 208
Get Book Here
Book Description
Author:
Publisher:
ISBN:
Category : Education
Languages : en
Pages : 228
Get Book Here
Book Description
Author:
Publisher:
ISBN:
Category : Bibliography
Languages : en
Pages : 872
Get Book Here
Book Description
Author:
Publisher:
ISBN:
Category : American literature
Languages : en
Pages : 1088
Get Book Here
Book Description
