Basics of Linear Algebra for Machine Learning PDF Download
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Author: Jason Brownlee
Publisher: Machine Learning Mastery
ISBN:
Category : Computers
Languages : en
Pages : 211
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Book Description
Linear algebra is a pillar of machine learning. You cannot develop a deep understanding and application of machine learning without it. In this laser-focused Ebook, you will finally cut through the equations, Greek letters, and confusion, and discover the topics in linear algebra that you need to know. Using clear explanations, standard Python libraries, and step-by-step tutorial lessons, you will discover what linear algebra is, the importance of linear algebra to machine learning, vector, and matrix operations, matrix factorization, principal component analysis, and much more.
Author: Jason Brownlee
Publisher: Machine Learning Mastery
ISBN:
Category : Computers
Languages : en
Pages : 211
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Book Description
Linear algebra is a pillar of machine learning. You cannot develop a deep understanding and application of machine learning without it. In this laser-focused Ebook, you will finally cut through the equations, Greek letters, and confusion, and discover the topics in linear algebra that you need to know. Using clear explanations, standard Python libraries, and step-by-step tutorial lessons, you will discover what linear algebra is, the importance of linear algebra to machine learning, vector, and matrix operations, matrix factorization, principal component analysis, and much more.
Author: Speedy Publishing
Publisher: Speedy Publishing LLC
ISBN: 1635014204
Category : Mathematics
Languages : en
Pages : 6
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Book Description
When it comes to mathematics of any sort, you can never go through enough memorization, practice, or furthered understanding of the relevant concepts. A guide to the various basics and concepts of algebra can serve as the perfect extra nudge that a student might require to bump their grade by one tier, if not more. Poring over such a guide, in addition to the regular text of the course, students should have no trouble separating their numerators from their denominators.
Author: Mark Dugopolski
Publisher: McGraw-Hill Companies
ISBN: 9780072294484
Category : Mathematics
Languages : en
Pages : 680
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Book Description
Elementary Algebra is designed to provide students with the algebra background needed for further college-level mathematics courses. The unifying theme of this text is the development of the skills necessary for solving equations and inequalities, followed by the application of those skills to solving applied problems.
Author: Lindsay N. Childs
Publisher: Springer Science & Business Media
ISBN: 1441987029
Category : Mathematics
Languages : en
Pages : 540
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Book Description
An informal and readable introduction to higher algebra at the post-calculus level. The concepts of ring and field are introduced through study of the familiar examples of the integers and polynomials, with much emphasis placed on congruence classes leading the way to finite groups and finite fields. New examples and theory are integrated in a well-motivated fashion and made relevant by many applications -- to cryptography, coding, integration, history of mathematics, and especially to elementary and computational number theory. The later chapters include expositions of Rabiin's probabilistic primality test, quadratic reciprocity, and the classification of finite fields. Over 900 exercises, ranging from routine examples to extensions of theory, are scattered throughout the book, with hints and answers for many of them included in an appendix.
Author: Christopher Monahan
Publisher: Simon and Schuster
ISBN: 1440504598
Category : Mathematics
Languages : en
Pages : 240
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Book Description
Whether you need help solving equations or determining the slope of a line, this guide gives you the tools you need to find your answers! Beginning with the basics, you will learn and practice all the skills needed to enhance your algebra expertise. This comprehensive guide covers all the key concepts, including: Variables and expressions Linear equations and inequalities Monomials and polynomials Exponents Rational expressions The Pythagorean theorem Area and perimeter Graphs and charts Inside you'll find hundreds of examples to illustrate the basics and plenty of exercises to ensure mastery of these fundamentals. No matter if you're a student looking for a companion to your textbook, or a curious learner who's been away from the classroom too long, this will be your indispensable algebra primer.
Author: Harold R. Jacobs
Publisher: New Leaf Publishing Group
ISBN: 0890519862
Category : Mathematics
Languages : en
Pages : 30
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Book Description
Daily schedule, tests, and additional coursework for the one-year Elementary Algebra course. Elementary Algebra is designed to prepare the student with a foundational understanding of basic principles in Algebra. This Elementary Algebra Teacher’s Guide includes: A convenient daily schedule with space to record gradesHelpful information on teaching the course and tests for student assessmentSet III exercise worksheets; as well as chapter, mid-term review, final exams, and answer keys. Jacobs’ Elementary Algebra is highly regarded in the education market. This curriculum provides a full year of mathematics in a clearly written format with guidance for teachers as well as for students who are self-directed. Also available: The Solutions Manual for Elementary Algebra by Master Books® provides solutions and answers for all exercises in the course, as well as mid-term and final review tests.
Author: Anthony W. Knapp
Publisher: Springer Science & Business Media
ISBN: 0817645292
Category : Mathematics
Languages : en
Pages : 762
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Book Description
Basic Algebra and Advanced Algebra systematically develop concepts and tools in algebra that are vital to every mathematician, whether pure or applied, aspiring or established. Together, the two books give the reader a global view of algebra and its role in mathematics as a whole. The presentation includes blocks of problems that introduce additional topics and applications to science and engineering to guide further study. Many examples and hundreds of problems are included, along with a separate 90-page section giving hints or complete solutions for most of the problems.
Author: Gerald Everett Moore
Publisher:
ISBN:
Category :
Languages : en
Pages : 230
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Book Description
Author: Lindsay Childs
Publisher: Springer Science & Business Media
ISBN: 1468400657
Category : Mathematics
Languages : en
Pages : 348
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Book Description
This book is written as an introduction to higher algebra for students with a background of a year of calculus. The book developed out of a set of notes for a sophomore-junior level course at the State University of New York at Albany entitled Classical Algebra. In the 1950s and before, it was customary for the first course in algebra to be a course in the theory of equations, consisting of a study of polynomials over the complex, real, and rational numbers, and, to a lesser extent, linear algebra from the point of view of systems of equations. Abstract algebra, that is, the study of groups, rings, and fields, usually followed such a course. In recent years the theory of equations course has disappeared. Without it, students entering abstract algebra courses tend to lack the experience in the algebraic theory of the basic classical examples of the integers and polynomials necessary for understanding, and more importantly, for ap preciating the formalism. To meet this problem, several texts have recently appeared introducing algebra through number theory.
Author: James J. Kaput
Publisher: Routledge
ISBN: 1351577085
Category : Education
Languages : en
Pages : 496
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Book Description
This volume is the first to offer a comprehensive, research-based, multi-faceted look at issues in early algebra. In recent years, the National Council for Teachers of Mathematics has recommended that algebra become a strand flowing throughout the K-12 curriculum, and the 2003 RAND Mathematics Study Panel has recommended that algebra be “the initial topical choice for focused and coordinated research and development [in K-12 mathematics].” This book provides a rationale for a stronger and more sustained approach to algebra in school, as well as concrete examples of how algebraic reasoning may be developed in the early grades. It is organized around three themes: The Nature of Early Algebra Students’ Capacity for Algebraic Thinking Issues of Implementation: Taking Early Algebra to the Classrooms. The contributors to this landmark volume have been at the forefront of an effort to integrate algebra into the existing early grades mathematics curriculum. They include scholars who have been developing the conceptual foundations for such changes as well as researchers and developers who have led empirical investigations in school settings. Algebra in the Early Grades aims to bridge the worlds of research, practice, design, and theory for educators, researchers, students, policy makers, and curriculum developers in mathematics education.
