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Skill-building through potent instruction, day by day In these much-anticipated sequels to The Common Core Companion, Janiel Wagstaff and Leslie Blauman provide a collection of connected lessons and formative writing assessments that bring Monday-to-Friday clarity to the task of integrating reading and writing with ELA standards. In each volume, the 50+ lessons are divided into fi ve, week-long learning sequences addressing key literacygoals. A best-practice glossary, If/Then charts, unit-planning calendars, and other tools round out these essential references, both in book and online. Follow each sequence and week by week, you'll build the instructional potency to help students achieve a year's worth of growth as you integrate: Writing Narratives with Identifying Sensory Words in Text Research with Identifying Topic and Details Opinion Writing with Close Reading for Text Evidence Comparing and Contrasting with Publishing Using Digital Tools Informative Writing with Use of Text Features
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.