SRA Connecting Maths Concepts Comprehensive Edition has been revised for Levels A-F and students in Grades K-5. This program gives students who are at-risk of falling behind or who have already significantly fallen behind the chance to catch up and learn significant mathematics. New digital resources accompany the program including Practice Software, Board Displays and eBook Teacher Guides and Presentation Books.
SRA Connecting Maths Concepts Comprehensive Edition has been revised for Levels A-F and students in Grades K-5. This program gives students who are at-risk of falling behind or who have already significantly fallen behind the chance to catch up and learn significant mathematics. New digital resources accompany the program including Practice Software, Board Displays and eBook Teacher Guides and Presentation Books.
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.
Presents an approach to teaching basic math facts to young students, featuring instructional strategies, tips, and classroom activities. Includes a CD-ROM with customizable activities, templates, recording sheets, and teacher tools.
