Mathematics for Machine Learning

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Publisher : Cambridge University Press
ISBN 13 : 1108569323
Total Pages : 392 pages
Book Rating : 4.1/5 (85 download)

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Book Synopsis Mathematics for Machine Learning by : Marc Peter Deisenroth

Download or read book Mathematics for Machine Learning written by Marc Peter Deisenroth and published by Cambridge University Press. This book was released on 2020-04-23 with total page 392 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Math Makes Sense 7

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Publisher :
ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.:/5 (11 download)

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Book Synopsis Math Makes Sense 7 by : Ray Appel

Download or read book Math Makes Sense 7 written by Ray Appel and published by . This book was released on 2016 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Introduction to Applied Linear Algebra

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Publisher : Cambridge University Press
ISBN 13 : 1316518965
Total Pages : 477 pages
Book Rating : 4.3/5 (165 download)

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Book Synopsis Introduction to Applied Linear Algebra by : Stephen Boyd

Download or read book Introduction to Applied Linear Algebra written by Stephen Boyd and published by Cambridge University Press. This book was released on 2018-06-07 with total page 477 pages. Available in PDF, EPUB and Kindle. Book excerpt: A groundbreaking introduction to vectors, matrices, and least squares for engineering applications, offering a wealth of practical examples.

Social Science Research

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Publisher : CreateSpace
ISBN 13 : 9781475146127
Total Pages : 156 pages
Book Rating : 4.1/5 (461 download)

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Book Synopsis Social Science Research by : Anol Bhattacherjee

Download or read book Social Science Research written by Anol Bhattacherjee and published by CreateSpace. This book was released on 2012-04-01 with total page 156 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is designed to introduce doctoral and graduate students to the process of conducting scientific research in the social sciences, business, education, public health, and related disciplines. It is a one-stop, comprehensive, and compact source for foundational concepts in behavioral research, and can serve as a stand-alone text or as a supplement to research readings in any doctoral seminar or research methods class. This book is currently used as a research text at universities on six continents and will shortly be available in nine different languages.

Teaching Mathematics Meaningfully

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Publisher : Brookes Publishing Company
ISBN 13 :
Total Pages : 316 pages
Book Rating : 4.F/5 ( download)

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Book Synopsis Teaching Mathematics Meaningfully by : David H. Allsopp

Download or read book Teaching Mathematics Meaningfully written by David H. Allsopp and published by Brookes Publishing Company. This book was released on 2007 with total page 316 pages. Available in PDF, EPUB and Kindle. Book excerpt: Making mathematics concepts understandable is a challenge for any teacher--a challenge that's more complex when a classroom includes students with learning difficulties. With this highly practical resource, educators will have just what they need to teach mathematics with confidence: research-based strategies that really work with students who have learning disabilities, ADHD, or mild cognitive disabilities. This urgently needed guidebook helps teachers Understand why students struggle.Teachers will discover how the common learning characteristics of students with learning difficulties create barriers to understanding mathematics. Review the Big Ideas. Are teachers focusing on the right things? A helpful primer on major NCTM-endorsed mathematical concepts and processes helps them be sure. Directly address students' learning barriers. With the lesson plans, practical strategies, photocopiable information-gathering forms, and online strategies in action, teachers will have concrete ways to help students grasp mathematical concepts, improve their proficiency, and generalize knowledge in multiple contexts. Check their own strengths and needs. Educators will reflect critically on their current practices with a thought-provoking questionnaire. With this timely book--filled with invaluable ideas and strategies adaptable for grades K-12--educators will know just what to teach and how to teach it to students with learning difficulties.

Partial Differential Equations

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Publisher : John Wiley & Sons
ISBN 13 : 0470054565
Total Pages : 467 pages
Book Rating : 4.4/5 (7 download)

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Book Synopsis Partial Differential Equations by : Walter A. Strauss

Download or read book Partial Differential Equations written by Walter A. Strauss and published by John Wiley & Sons. This book was released on 2007-12-21 with total page 467 pages. Available in PDF, EPUB and Kindle. Book excerpt: Our understanding of the fundamental processes of the natural world is based to a large extent on partial differential equations (PDEs). The second edition of Partial Differential Equations provides an introduction to the basic properties of PDEs and the ideas and techniques that have proven useful in analyzing them. It provides the student a broad perspective on the subject, illustrates the incredibly rich variety of phenomena encompassed by it, and imparts a working knowledge of the most important techniques of analysis of the solutions of the equations. In this book mathematical jargon is minimized. Our focus is on the three most classical PDEs: the wave, heat and Laplace equations. Advanced concepts are introduced frequently but with the least possible technicalities. The book is flexibly designed for juniors, seniors or beginning graduate students in science, engineering or mathematics.

School, Family, and Community Partnerships

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Publisher : Corwin Press
ISBN 13 : 1483320014
Total Pages : 508 pages
Book Rating : 4.4/5 (833 download)

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Book Synopsis School, Family, and Community Partnerships by : Joyce L. Epstein

Download or read book School, Family, and Community Partnerships written by Joyce L. Epstein and published by Corwin Press. This book was released on 2018-07-19 with total page 508 pages. Available in PDF, EPUB and Kindle. Book excerpt: Strengthen programs of family and community engagement to promote equity and increase student success! When schools, families, and communities collaborate and share responsibility for students′ education, more students succeed in school. Based on 30 years of research and fieldwork, the fourth edition of the bestseller School, Family, and Community Partnerships: Your Handbook for Action, presents tools and guidelines to help develop more effective and more equitable programs of family and community engagement. Written by a team of well-known experts, it provides a theory and framework of six types of involvement for action; up-to-date research on school, family, and community collaboration; and new materials for professional development and on-going technical assistance. Readers also will find: Examples of best practices on the six types of involvement from preschools, and elementary, middle, and high schools Checklists, templates, and evaluations to plan goal-linked partnership programs and assess progress CD-ROM with slides and notes for two presentations: A new awareness session to orient colleagues on the major components of a research-based partnership program, and a full One-Day Team Training Workshop to prepare school teams to develop their partnership programs. As a foundational text, this handbook demonstrates a proven approach to implement and sustain inclusive, goal-linked programs of partnership. It shows how a good partnership program is an essential component of good school organization and school improvement for student success. This book will help every district and all schools strengthen and continually improve their programs of family and community engagement.

Nonlinear Dynamics and Chaos

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Publisher : CRC Press
ISBN 13 : 0429961111
Total Pages : 532 pages
Book Rating : 4.4/5 (299 download)

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Book Synopsis Nonlinear Dynamics and Chaos by : Steven H. Strogatz

Download or read book Nonlinear Dynamics and Chaos written by Steven H. Strogatz and published by CRC Press. This book was released on 2018-05-04 with total page 532 pages. Available in PDF, EPUB and Kindle. Book excerpt: This textbook is aimed at newcomers to nonlinear dynamics and chaos, especially students taking a first course in the subject. The presentation stresses analytical methods, concrete examples, and geometric intuition. The theory is developed systematically, starting with first-order differential equations and their bifurcations, followed by phase plane analysis, limit cycles and their bifurcations, and culminating with the Lorenz equations, chaos, iterated maps, period doubling, renormalization, fractals, and strange attractors.

Real Analysis (Classic Version)

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Publisher : Pearson Modern Classics for Advanced Mathematics Series
ISBN 13 : 9780134689494
Total Pages : 0 pages
Book Rating : 4.6/5 (894 download)

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Book Synopsis Real Analysis (Classic Version) by : Halsey Royden

Download or read book Real Analysis (Classic Version) written by Halsey Royden and published by Pearson Modern Classics for Advanced Mathematics Series. This book was released on 2017-02-13 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This text is designed for graduate-level courses in real analysis. Real Analysis, 4th Edition, covers the basic material that every graduate student should know in the classical theory of functions of a real variable, measure and integration theory, and some of the more important and elementary topics in general topology and normed linear space theory. This text assumes a general background in undergraduate mathematics and familiarity with the material covered in an undergraduate course on the fundamental concepts of analysis.

World Regional Geography (with Subregions)

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Publisher : Macmillan
ISBN 13 : 9780716777922
Total Pages : 692 pages
Book Rating : 4.7/5 (779 download)

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Book Synopsis World Regional Geography (with Subregions) by : Lydia Mihelic Pulsipher

Download or read book World Regional Geography (with Subregions) written by Lydia Mihelic Pulsipher and published by Macmillan. This book was released on 2007-09-14 with total page 692 pages. Available in PDF, EPUB and Kindle. Book excerpt: Shows how individuals are affected by, and respond to, economic, social, and political forces at all levels of scale: global, regional and local. It offers an inclusive picture of people in a globalizing world - men, women, children, both mainstream and marginalized citizens - not as seen from a western perspective, but as they see themselves. Core topics of physical, economic, cultural, and political geography are examined from a contemporary perspective, based on authoritative insights from recent geographic theory and examples from countries from around the world.

Everyday Mathematics 4th Edition, Grade 5, Student Reference Book

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Publisher : McGraw-Hill Education
ISBN 13 : 9780021383566
Total Pages : 400 pages
Book Rating : 4.3/5 (835 download)

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Book Synopsis Everyday Mathematics 4th Edition, Grade 5, Student Reference Book by : Bell et al.

Download or read book Everyday Mathematics 4th Edition, Grade 5, Student Reference Book written by Bell et al. and published by McGraw-Hill Education. This book was released on 2015-05-12 with total page 400 pages. Available in PDF, EPUB and Kindle. Book excerpt: Everyday Mathematics is a comprehensive Pre-K through Grade 6 mathematics program engineered for the Common Core State Standards. Developed by The University of Chicago, School Mathematics Project, the Everyday Mathematics spiral curriculum continually reinforces abstract math concepts through concrete real-world applications. -- Provided by publisher.

Graph Representation Learning

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Publisher : Springer Nature
ISBN 13 : 3031015886
Total Pages : 141 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis Graph Representation Learning by : William L. William L. Hamilton

Download or read book Graph Representation Learning written by William L. William L. Hamilton and published by Springer Nature. This book was released on 2022-06-01 with total page 141 pages. Available in PDF, EPUB and Kindle. Book excerpt: Graph-structured data is ubiquitous throughout the natural and social sciences, from telecommunication networks to quantum chemistry. Building relational inductive biases into deep learning architectures is crucial for creating systems that can learn, reason, and generalize from this kind of data. Recent years have seen a surge in research on graph representation learning, including techniques for deep graph embeddings, generalizations of convolutional neural networks to graph-structured data, and neural message-passing approaches inspired by belief propagation. These advances in graph representation learning have led to new state-of-the-art results in numerous domains, including chemical synthesis, 3D vision, recommender systems, question answering, and social network analysis. This book provides a synthesis and overview of graph representation learning. It begins with a discussion of the goals of graph representation learning as well as key methodological foundations in graph theory and network analysis. Following this, the book introduces and reviews methods for learning node embeddings, including random-walk-based methods and applications to knowledge graphs. It then provides a technical synthesis and introduction to the highly successful graph neural network (GNN) formalism, which has become a dominant and fast-growing paradigm for deep learning with graph data. The book concludes with a synthesis of recent advancements in deep generative models for graphs—a nascent but quickly growing subset of graph representation learning.

Pearl Harbor Attack: Hearings, Nov. 15, 1945-May 31, 1946

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Publisher :
ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (46 download)

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Book Synopsis Pearl Harbor Attack: Hearings, Nov. 15, 1945-May 31, 1946 by : United States. Congress. Joint Committee on the Investigation of the Pearl Harbor Attack

Download or read book Pearl Harbor Attack: Hearings, Nov. 15, 1945-May 31, 1946 written by United States. Congress. Joint Committee on the Investigation of the Pearl Harbor Attack and published by . This book was released on 1946 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

Acing the New SAT Math

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Publisher :
ISBN 13 : 9780975475355
Total Pages : pages
Book Rating : 4.4/5 (753 download)

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Book Synopsis Acing the New SAT Math by : Thomas Hyun

Download or read book Acing the New SAT Math written by Thomas Hyun and published by . This book was released on 2016-05-01 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: SAT MATH TEST BOOK

Five Practices for Orchestrating Productive Mathematics Discussions

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Publisher :
ISBN 13 : 9781483351117
Total Pages : 104 pages
Book Rating : 4.3/5 (511 download)

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Book Synopsis Five Practices for Orchestrating Productive Mathematics Discussions by : Margaret Schwan Smith

Download or read book Five Practices for Orchestrating Productive Mathematics Discussions written by Margaret Schwan Smith and published by . This book was released on 2011 with total page 104 pages. Available in PDF, EPUB and Kindle. Book excerpt: Describes five practices for productive mathematics discussions, including anticipating, monitoring, selecting, sequencing, and connecting.

An Introduction to Error Analysis

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Publisher : Univ Science Books
ISBN 13 : 9780935702422
Total Pages : 327 pages
Book Rating : 4.7/5 (24 download)

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Book Synopsis An Introduction to Error Analysis by : John Robert Taylor

Download or read book An Introduction to Error Analysis written by John Robert Taylor and published by Univ Science Books. This book was released on 1997-01-01 with total page 327 pages. Available in PDF, EPUB and Kindle. Book excerpt: Problems after each chapter

Saxon Math, Course 1

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Publisher : Course 1 2 3
ISBN 13 : 9781591418870
Total Pages : 0 pages
Book Rating : 4.4/5 (188 download)

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Book Synopsis Saxon Math, Course 1 by : Various

Download or read book Saxon Math, Course 1 written by Various and published by Course 1 2 3. This book was released on 2006-06 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Saxon Math is easy to plan and rewarding to teach. The focus on providing teachers with strategies for developing an understanding of HOW and WHY math works builds a solid foundation for higher-level mathematics. - Publisher.