Mathematics for Machine Learning

Mathematics for Machine Learning PDF Author: Marc Peter Deisenroth
Publisher: Cambridge University Press
ISBN: 1108569323
Category : Computers
Languages : en
Pages : 392

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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.

Mathematics for Machine Learning

Mathematics for Machine Learning PDF 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.

Vedic Mathematics

Vedic Mathematics PDF Author: Dr. Yogesh Chandna
Publisher: Dr. Yogesh Chandna
ISBN:
Category : Antiques & Collectibles
Languages : en
Pages : 79

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Book Description
Gift these books your kids, gift of knowledge. It helps to Eradicate fear of Mathematics completely. It helps to Learn School Maths Easy way. This book is for Children in Class 3/4/5 Standard (8-10 Years) Vedic Mathematics is a collection of Techniques/Sutras to solve mathematical arithmetics in easy and faster way. It consists of 16 Sutras (Formulae) and 13 sub-sutras (Sub Formulae) which can be used for problems involved in arithmetic, algebra, geometry, calculus, conics. Vedic mathematics, simplifies arithmetic and algebraic operations, and has increasingly found acceptance the world over. Vedic Mathematics helps find solutions in a single or a few steps where as conventional methods require multiple steps.

Famous Websites in Mathematics

Famous Websites in Mathematics PDF Author: KUPARALA VENKATA VIDYASAGAR
Publisher: Kuparala Venkata Vidyasagar
ISBN:
Category : Mathematics
Languages : en
Pages : 100

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Book Description
Department of Mathematics, SVLNS Government Degree College, Bheemunipatnam, Visakhapatnam District launching the book titled " Famous Website in Mathematics. This book is entirely a work of collection of websites useful to the research scholars as well as PG and UG students.

Vedic Mathematics : Step by Step: Step4

Vedic Mathematics : Step by Step: Step4 PDF Author: Dr. Yogesh Chandna
Publisher: Dr. Yogesh Chandna
ISBN:
Category : Antiques & Collectibles
Languages : en
Pages : 85

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Book Description
Vedic Mathematics is a collection of Techniques/Sutras to solve mathematical arithmetics in easy and faster way. It consists of 16 Sutras (Formulae) and 13 sub-sutras (Sub Formulae) which can be used for problems involved in arithmetic, algebra, geometry, calculus, conics. Vedic mathematics, simplifies arithmetic and algebraic operations, and has increasingly found acceptance the world over. Vedic Mathematics helps find solutions in a single or a few steps where as conventional methods require multiple steps. Vedic Mathematics eases and simplifies multiplication, divisibility, complex numbers, squaring, cubing, square and cube roots. Even recurring decimals and auxiliary fractions can be handled by Vedic Mathematics. Vedic Mathematics: Step by Step ,Written in simple language which is self explanatory & with lot of solved examples & sufficient exercises.

ISC Maths XI

ISC Maths XI PDF Author: O.P. Malhotra & S.K. Gupta & Anubhuti Gangal
Publisher: S. Chand Publishing
ISBN: 9352838408
Category : Science
Languages : en
Pages :

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Book Description
ISC Maths XI

A Compact & Comprehensive Book of IIT Foundation Maths Class 6

A Compact & Comprehensive Book of IIT Foundation Maths Class 6 PDF Author: S. K. Gupta & Anubhuti Gangal
Publisher: S. Chand Publishing
ISBN: 812193897X
Category : Science
Languages : en
Pages : 189

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Book Description
Key Concepts have been given at the beginning of each chapter to facilitate thorough revision and recall. Contains large number of Solved Examples and Practice Questions

Course In Mathematics For The Iit-Jee And Other Engineering Entrance Examinations: Vector And 3-D Geometry

Course In Mathematics For The Iit-Jee And Other Engineering Entrance Examinations: Vector And 3-D Geometry PDF Author: Choubey K. R.
Publisher: Pearson Education India
ISBN: 9788131734148
Category : Geometry, Analytic
Languages : en
Pages : 448

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Book Description


Algebra-2: Course in Mathematics for the IIT-JEE and Other Engineering Entrance Examinations

Algebra-2: Course in Mathematics for the IIT-JEE and Other Engineering Entrance Examinations PDF Author: K.R. Choubey, Ravikant Choubey, Chandrakant Choubey
Publisher: Pearson Education India
ISBN: 9788131758687
Category :
Languages : en
Pages : 468

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Book Description


A Textbook of Engineering Mathematics

A Textbook of Engineering Mathematics PDF Author: N. P. Bali
Publisher: Laxmi Publications
ISBN: 9788170083658
Category : Engineering mathematics
Languages : en
Pages : 1438

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Book Description


A Compact & Comprehensive Book of IIT Foundation Maths Class 7

A Compact & Comprehensive Book of IIT Foundation Maths Class 7 PDF Author: S. K. Gupta & Anubhuti Gangal
Publisher: S. Chand Publishing
ISBN: 8121938988
Category : Science
Languages : en
Pages : 297

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Book Description
Key Concepts have been given at the beginning of each chapter to facilitate thorough revision and recall. Contains large number of Solved Examples and Practice Questions