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: Renée Hoffinger
Publisher:
ISBN: 9780880919944
Category : Food habits
Languages : en
Pages : 261
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Book Description
This book will guide you from the theoretical underpinnings of hands-on nutrition education (HONE) programs to the tools necessary to turn that theory into practice and customize a program for your target population. Learn practical guidelines for different types of HONE activities, including: Food demonstrations; Grocery store tours; Cooking classes; Development and management of institutional HONE programs. Resources include equipment lists, cooking class materials, resource planning sheets, medical documentation guide, program surveys and evaluations, sample funding proposal and much more.
Author: Aurélien Géron
Publisher: "O'Reilly Media, Inc."
ISBN: 149203259X
Category : Computers
Languages : en
Pages : 851
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Book Description
Through a series of recent breakthroughs, deep learning has boosted the entire field of machine learning. Now, even programmers who know close to nothing about this technology can use simple, efficient tools to implement programs capable of learning from data. This practical book shows you how. By using concrete examples, minimal theory, and two production-ready Python frameworks—Scikit-Learn and TensorFlow—author Aurélien Géron helps you gain an intuitive understanding of the concepts and tools for building intelligent systems. You’ll learn a range of techniques, starting with simple linear regression and progressing to deep neural networks. With exercises in each chapter to help you apply what you’ve learned, all you need is programming experience to get started. Explore the machine learning landscape, particularly neural nets Use Scikit-Learn to track an example machine-learning project end-to-end Explore several training models, including support vector machines, decision trees, random forests, and ensemble methods Use the TensorFlow library to build and train neural nets Dive into neural net architectures, including convolutional nets, recurrent nets, and deep reinforcement learning Learn techniques for training and scaling deep neural nets
Author: Gwen Snyder Kaltman
Publisher: Corwin Press
ISBN: 1452213348
Category : Education
Languages : en
Pages : 153
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Book Description
Plan lessons from a child-centered perspective! This innovative resource features more than 1,000 activities using inexpensive, readily available objects to engage young children’s senses and build their knowledge of the world through hands-on experiences. Organized into 16 themes and grouped under the areas of literacy, mathematics, science, social studies, physical development, and creativity, the book’s unique approach: Presents a new and simple way to design hands-on activities that complement any curriculum Offers suggestions on how to modify activities to respond to children’s developmental levels Includes a list of over 60 generic tactile activities suitable for use in any classroom
Author:
Publisher:
ISBN:
Category : Infants
Languages : en
Pages :
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Book Description
Author: LaBritta Gilbert
Publisher: Gryphon House, Inc.
ISBN: 9780876591185
Category : Education
Languages : en
Pages : 236
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Book Description
A collection of hands-on activities for young children using simple materials such as sticks, sponges, stickers, cups, pockets, gadgets, transparencies, and rings, each designed to build self-esteem and enhance the learning process.
Author: Jennifer Lawson
Publisher: Portage & Main Press
ISBN: 1553791746
Category : Education
Languages : en
Pages : 228
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Book Description
This teacher resource offers a detailed introduction to the Hands-On Science and Technology program (guiding principles, implementation guidelines, an overview of the science skills that grade 1 students use and develop) and a classroom assessment plan complete with record-keeping templates. It also includes connections to the Achievement Levels as outlined in The Ontario Curriculum Grades 1-8 Science and Technology (2007). This resource has four instructional units: Unit 1: Needs and Characteristics of Living Things Unit 2: Materials, Objects, and Everyday Structures Unit 3: Energy in Our Lives Unit 4: Understanding Earth and Space Systems Each unit is divided into lessons that focus on specific curricular expectations. Each lesson has the curriculum expectation(s) listed materials lists activity descriptions assessment suggestions activity sheet(s) and graphic organizer(s)
Author: Susan Thompson
Publisher:
ISBN: 9780692729434
Category :
Languages : en
Pages : 122
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Book Description
Handy Learning was developed by Occupational Therapist, Susan Thompson, due to the increasing need for hand development in young children. Children no longer play with toys that develop hand skills. Children are therefore, unprepared for the fine motor skills required for success in school and daily living. This book provides researched, effective and fun activities, proven to promote hand development in young children. All activities have been tested in the classroom, are child driven and prepare the child's hands for complex fine motor task such as: handwriting, cutting, drawing, managing buttons and snaps, and appropriate use of eating utensils. Handy Learning has been implemented successfully in classrooms and homes across the U.S. and internationally and has been met with enthusiasm by teachers, parents and children alike.
Author: Scott D. Wurdinger
Publisher: Rlpg/Galleys
ISBN:
Category : Education
Languages : en
Pages : 130
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Book Description
This book describes how to change the way in which educators conduct business in the classroom. Our current educational systems lack ways to reach today's learners in relevant, meaningful ways. The five approaches in this book inspire and motivate students to learn.
Author: Meadowside Children's Books
Publisher:
ISBN: 9781904511809
Category :
Languages : en
Pages :
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Book Description
Hands-on Learning lets children see, feel and explore at the same time. Developed in consultation with early childhood expert Carol B. Andrew Ed.D., each set of double-sided flash cards contains colourful photographs, holographic pictures, touch and feel textures and a parental guide to skill-building activities.
