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Mathematics for machine learning by Deisenroth
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.
CORDINATE GEOMETRY BY SK GOYAL
1. ‘Skill in Mathematics’ series is prepared for JEE Main and Advanced papers 2. It is a highly recommended textbook to develop a strong grounding in Algebra 3. The book covers the entire syllabus into 11 chapters 4. Each chapter includes a wide range of questions that are asked in the examinations Good foundational grip is required in the Algebraic Methods, while you are preparing for JEE Mains & Advanced or any other engineering. Bringing up the series “Skills in Mathematics for JEE Main & Advanced for Algebra” that is carefully revised with the sessionwise theory and exercise; to help candidates to learn & tackle the mathematical problems. The book has 11 Chapters covering the whole syllabus for the JEE Mains and Advanced as prescribed. Each chapter is divided into sessions giving complete clarity to concepts. Apart from sessionwise theory, JEE Type examples and Chapter Exercise contain a huge amount of questions that are provided in every chapter under Practice Part. Prepared under great expertise, it is a highly recommended textbook to develop a strong grounding in Algebra to perform best in JEE and various engineering entrances. TOC: Complex Numbers, Theory of Equations, Sequences and Series, Logarithms and Their Properties, Permutations and Combinations, Binomial Theorems, Determinants, Matrices, Probability, Mathematical Inductions, Sets, Relations and Functions.
GRE General Test
Let love be your guide... All Debashish cares about is getting laid. His relationships are mostly shortlived and his break-ups messy until he falls in love with the beautiful and mysterious Avantika. When she returns his feelings, he is thrilled. However, his joy is short-lived as Avantika walks out of the relationship. A brokenhearted Debashish plunges into depression and his life takes a dizzying downward spiral. He finds himself without a job, friends, or a lover. Loneliness strikes him hard. That is when his friend Amit comes to his rescue and they start putting the pieces of his life back together. Things begin to look up, but Debashish is still pining for Avantika. Will she come back and make his life whole again, or will he continue to pay for his mistakes?
RD Sharma Mathematics class XI
Mathematics for Class XI Mathematics is one of the roost important subjects which not only decides the careers of many a young students but also-enhances their ability of analytical and rational thinking.This book contains a large number of well graded solved examples. Students are advised to practice these solved examples on their own without looking at the solutions, they may look at the solutions if they are unable to solve them. This would help them in developing confidence to attempt unsolved exercises. This is very important if one wants to score well in the examination. One should be able to workout unsolved exercises also. New illustrative examples and problems have been added in the exercises in each chapter. In each chapter all concepts and definitions have been discussed in detail in a lucid manner and have also been explained with suitable illustrative examplesKey FeaturesDetailed theory with illustrationsAlgorithmic approachLarge number of graded solved/unsolved examples and exercisesBrief Summary consisting of concepts and formulaeIt is hoped that with all these unique features the book will fulfill the needs of students.About The Author Dr. R.D. Sharma is currently working as Head of Deptt. (Science and Humanities) under the Directorate of Technical Education, Delhi. A Ph. D in Mathematics, he is a double gold medalist, ranking first in the order of merit in both B.Sc (Hons.) and M.Sc. Examinations from the University of Rajasthan, Jaipur.He has undergone rigorous training from HT, Kharagpur in computer-oriented mathematical methods and has a long experience of teaching post graduate, graduate and engineering students. Table Of Contents1. Sets2. Relations 3. Functions 4. Measurement Of Angles 5. Trigonometric Functions 6. Graphs Of Trigonometric Functions 7. Trigonometric Ratios Of Compound Angles 8. Transformation Formula 9. Trigonometric Ratios Of Multiple And Sub multiple Angles 10. Sine And Cosine Formula And Their Applications 11. Trigo
Class 7 Math Book
New Mathematics Today, a thoroughly revised series for KG to Class 8, has been designed as per the requirements of the latest curriculum. The content of this series is designed to reach all learners in the classroom irrespective of their skill levels or learning capabilities.
Mathematics for IB students
MYP 5 (Extended) has been designed and written for the IB Middle Years Program (MYP) Mathematics framework. The textbook covers the Extended content outlined in the framework and includes some extension topics.This book may also be used as a general textbook at about 10th Grade (or Year 10) level in classes where students complete a rigorous course in preparation for the study of mathematics at a high level in their final two years of high school.Students who are preparing for Further Mathematics HL at IB Diploma level are encouraged to complete Chapters 27 and 28.The textbook and interactive software provide an engaging and structured package, allowing students to explore and develop their confidence in mathematics.Each chapter begins with an Opening Problem, offering an insight into the application of the mathematics that will be studied in the chapter. Important information and key notes are highlighted, while worked examples provide step-by-step instructions with concise and relevant explanations. Discussions, Activities, Investigations, Puzzles, and Research exercises are used throughout the chapters to develop understanding, problem solving, and reasoning, within an interactive environment.The book contains many problems to cater for a range of student abilities and interests, and every effort has been made to contextualise problems so that students can see the practical applications of the mathematics they are studying.
