Mathematics for Machine Learning PDF Download
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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.
Author: Gkp
Publisher: G.K Publications Pvt.Limited
ISBN: 9789390187065
Category :
Languages : en
Pages : 342
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Book Description
Thousands of students write the GATE Paper annually. The level of competition is fierce, owing to the increasing competition every year for a limited number of seats. If you are a serious aspirant, it is advisable to prepare for GATE with the right books. A major game-changer is the habit to practice and revise the concepts and this is why our GATE 2021 Solved Papers are your best bet to be GATE ready! The books consist of GATE previous years' solved papers from the year 2000 to 2020. Solved papers enable an aspirant to get acquainted with the exam pattern and the weightage of each topic and section. With the right effort and proper guidance, we're sure that you will be able to face GATE 2021 confidently. Features: a. Solved papers from 2000-2020 b. Chapter-wise arrangement c. Comprehensive analysis of previous years' papers d. Thoroughly revised and updated.
Author:
Publisher: Arihant Publications India limited
ISBN: 9324197894
Category : Antiques & Collectibles
Languages : en
Pages : 324
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Book Description
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: Lakshman Prasad
Publisher: Arihant Publications India limited
ISBN: 9325298228
Category :
Languages : en
Pages : 264
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Book Description
1. New Edition of KVPY Practice booklet focuses on SA Stream Scholarship exam 2. Consists of 12 Years’ solved papers to give insight of the paper pattern 3. 5 Practice Sets for the revision of concepts 4. Covers all Original Question Papers’ of previous years’ of KVPY exam. Kishore VaigyanikProtsahanYojana (KVPY) is a national level fellowship (scholarship) program which is offered to bright students who are pursuing the basic science degree. Get yourself prepared for the KVPY exams with the current edition of “KVPY 12 Years’ Solved Papers (2020-2009) Stream SA” that is designed as a complete practice tool, giving authenticated coverage of all original question papers of the previous exams. Detailed and explanatory solutions to each question, comprehends all the concepts completely. Along with the Previous Years’ Solved Papers, it includes 5 practice sets, which are designed exactly according to the level & pattern of the exam. With handful questions provided for thorough practice, this book helps to boosts confidence in the students to face the exam and achieve good marks in the exam. TOC KVPY SA Question Papers (2020-2009), KVPY 5 Practice Sets.
Author: Rph Editorial Board
Publisher: Ramesh Publishing House
ISBN: 9789386298362
Category :
Languages : en
Pages : 530
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Book Description
The present book of Solved Practice Test Papers of Joint CSIRUGC NET for Mathematical Sciences is specially published for the aspirants of Junior Research Fellowship (JRF) and Lectureship Eligibility Exam. The book is equally useful for State Eligibility Test (SET) also. The book comprises several Solved Practice Test Papers for CSIRUGC NET exams on the subject. Detailed Explanatory Answers have also been provided for selected questions which are provided in such a manner to be useful for both study and selfpractice from the point of view of the exam. The book will also serve as a true test of your studies and preparation for the exam. The book is aimed at sharpening your problemsolving skills by practising with numerous questions incorporated in these practice papers, and face the exam with confidence, successfully.
Author: Hermann Kolanoski
Publisher: Oxford University Press
ISBN: 0191899232
Category : Science
Languages : en
Pages : 949
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Book Description
This book describes the fundamentals of particle detectors as well as their applications. Detector development is an important part of nuclear, particle and astroparticle physics, and through its applications in radiation imaging, it paves the way for advancements in the biomedical and materials sciences. Knowledge in detector physics is one of the required skills of an experimental physicist in these fields. The breadth of knowledge required for detector development comprises many areas of physics and technology, starting from interactions of particles with matter, gas- and solid-state physics, over charge transport and signal development, to elements of microelectronics. The book's aim is to describe the fundamentals of detectors and their different variants and implementations as clearly as possible and as deeply as needed for a thorough understanding. While this comprehensive opus contains all the materials taught in experimental particle physics lectures or modules addressing detector physics at the Master's level, it also goes well beyond these basic requirements. This is an essential text for students who want to deepen their knowledge in this field. It is also a highly useful guide for lecturers and scientists looking for a starting point for detector development work.
Author: John Dewey
Publisher: Createspace Independent Publishing Platform
ISBN:
Category : Juvenile Nonfiction
Languages : en
Pages : 456
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Book Description
. Renewal of Life by Transmission. The most notable distinction between living and inanimate things is that the former maintain themselves by renewal. A stone when struck resists. If its resistance is greater than the force of the blow struck, it remains outwardly unchanged. Otherwise, it is shattered into smaller bits. Never does the stone attempt to react in such a way that it may maintain itself against the blow, much less so as to render the blow a contributing factor to its own continued action. While the living thing may easily be crushed by superior force, it none the less tries to turn the energies which act upon it into means of its own further existence. If it cannot do so, it does not just split into smaller pieces (at least in the higher forms of life), but loses its identity as a living thing. As long as it endures, it struggles to use surrounding energies in its own behalf. It uses light, air, moisture, and the material of soil. To say that it uses them is to say that it turns them into means of its own conservation. As long as it is growing, the energy it expends in thus turning the environment to account is more than compensated for by the return it gets: it grows. Understanding the word "control" in this sense, it may be said that a living being is one that subjugates and controls for its own continued activity the energies that would otherwise use it up. Life is a self-renewing process through action upon the environment.
Author: Susan A. Ambrose
Publisher: John Wiley & Sons
ISBN: 0470617608
Category : Education
Languages : en
Pages : 336
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Book Description
Praise for How Learning Works "How Learning Works is the perfect title for this excellent book. Drawing upon new research in psychology, education, and cognitive science, the authors have demystified a complex topic into clear explanations of seven powerful learning principles. Full of great ideas and practical suggestions, all based on solid research evidence, this book is essential reading for instructors at all levels who wish to improve their students' learning." —Barbara Gross Davis, assistant vice chancellor for educational development, University of California, Berkeley, and author, Tools for Teaching "This book is a must-read for every instructor, new or experienced. Although I have been teaching for almost thirty years, as I read this book I found myself resonating with many of its ideas, and I discovered new ways of thinking about teaching." —Eugenia T. Paulus, professor of chemistry, North Hennepin Community College, and 2008 U.S. Community Colleges Professor of the Year from The Carnegie Foundation for the Advancement of Teaching and the Council for Advancement and Support of Education "Thank you Carnegie Mellon for making accessible what has previously been inaccessible to those of us who are not learning scientists. Your focus on the essence of learning combined with concrete examples of the daily challenges of teaching and clear tactical strategies for faculty to consider is a welcome work. I will recommend this book to all my colleagues." —Catherine M. Casserly, senior partner, The Carnegie Foundation for the Advancement of Teaching "As you read about each of the seven basic learning principles in this book, you will find advice that is grounded in learning theory, based on research evidence, relevant to college teaching, and easy to understand. The authors have extensive knowledge and experience in applying the science of learning to college teaching, and they graciously share it with you in this organized and readable book." —From the Foreword by Richard E. Mayer, professor of psychology, University of California, Santa Barbara; coauthor, e-Learning and the Science of Instruction; and author, Multimedia Learning
Author: James Paul Gee
Publisher: Macmillan
ISBN: 1466886420
Category : Education
Languages : en
Pages : 233
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Book Description
Cognitive Development in a Digital Age James Paul Gee begins his classic book with "I want to talk about video games–yes, even violent video games–and say some positive things about them." With this simple but explosive statement, one of America's most well-respected educators looks seriously at the good that can come from playing video games. This revised edition expands beyond mere gaming, introducing readers to fresh perspectives based on games like World of Warcraft and Half-Life 2. It delves deeper into cognitive development, discussing how video games can shape our understanding of the world. An undisputed must-read for those interested in the intersection of education, technology, and pop culture, What Video Games Have to Teach Us About Learning and Literacy challenges traditional norms, examines the educational potential of video games, and opens up a discussion on the far-reaching impacts of this ubiquitous aspect of modern life.
Author: Gkp
Publisher: G.K Publications Pvt.Limited
ISBN: 9789390187188
Category : Study Aids
Languages : en
Pages : 248
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Book Description
Hundreds of students write the GATE aerospace engineering Paper every year. Gate production & industrial solved papers -from GKP's GATE Prep Series is among Topper recommended books for GATE exam. Each question is supported with detailed answers for better understanding of concepts. This book consists of solved papers of year 2005, 2007 to 2020. Previous GATE solved papers help students better understand exam pattern and weightage of questions asked in GATE exam. With detailed solutions to previous year questions, students will be able to gain better insights into preparing more efficiently for GATE 2021. About the current edition: a. Completely solved papers from 2005, 2007 to 2020 B. Detailed answers to questions C. As per the exam pattern.
