Reinforcement Learning, second edition

Reinforcement Learning, second edition
Author: Richard S. Sutton
Publisher: MIT Press
Total Pages: 549
Release: 2018-11-13
Genre: Computers
ISBN: 0262352702

The significantly expanded and updated new edition of a widely used text on reinforcement learning, one of the most active research areas in artificial intelligence. Reinforcement learning, one of the most active research areas in artificial intelligence, is a computational approach to learning whereby an agent tries to maximize the total amount of reward it receives while interacting with a complex, uncertain environment. In Reinforcement Learning, Richard Sutton and Andrew Barto provide a clear and simple account of the field's key ideas and algorithms. This second edition has been significantly expanded and updated, presenting new topics and updating coverage of other topics. Like the first edition, this second edition focuses on core online learning algorithms, with the more mathematical material set off in shaded boxes. Part I covers as much of reinforcement learning as possible without going beyond the tabular case for which exact solutions can be found. Many algorithms presented in this part are new to the second edition, including UCB, Expected Sarsa, and Double Learning. Part II extends these ideas to function approximation, with new sections on such topics as artificial neural networks and the Fourier basis, and offers expanded treatment of off-policy learning and policy-gradient methods. Part III has new chapters on reinforcement learning's relationships to psychology and neuroscience, as well as an updated case-studies chapter including AlphaGo and AlphaGo Zero, Atari game playing, and IBM Watson's wagering strategy. The final chapter discusses the future societal impacts of reinforcement learning.

Free or Low-cost Reinforcers for Appropriate Behavior

Free or Low-cost Reinforcers for Appropriate Behavior
Author: Laura A. Riffel, Ph.D.
Publisher: Lulu.com
Total Pages: 78
Release: 2019-10-21
Genre: Education
ISBN: 0359610196

This book focuses on reinforcers (non-tangible) you can use with students within the classroom setting or a whole school setting. They can be used at the universal, targeted, or tertiary levels.

Teach Like a Champion 2.0

Teach Like a Champion 2.0
Author: Doug Lemov
Publisher: John Wiley & Sons
Total Pages: 512
Release: 2015-01-12
Genre: Education
ISBN: 1118901851

One of the most influential teaching guides ever—updated! Teach Like a Champion 2.0 is a complete update to the international bestseller. This teaching guide is a must-have for new and experienced teachers alike. Over 1.3 million teachers around the world already know how the techniques in this book turn educators into classroom champions. With ideas for everything from boosting academic rigor, to improving classroom management, and inspiring student engagement, you will be able to strengthen your teaching practice right away. The first edition of Teach Like a Champion influenced thousands of educators because author Doug Lemov's teaching strategies are simple and powerful. Now, updated techniques and tools make it even easier to put students on the path to college readiness. Here are just a few of the brand new resources available in the 2.0 edition: Over 70 new video clips of real teachers modeling the techniques in the classroom (note: for online access of this content, please visit my.teachlikeachampion.com) A selection of never before seen techniques inspired by top teachers around the world Brand new structure emphasizing the most important techniques and step by step teaching guidelines Updated content reflecting the latest best practices from outstanding educators Organized by category and technique, the book’s structure enables you to read start to finish, or dip in anywhere for the specific challenge you’re seeking to address. With examples from outstanding teachers, videos, and additional, continuously updated resources at teachlikeachampion.com, you will soon be teaching like a champion. The classroom techniques you'll learn in this book can be adapted to suit any context. Find out why Teach Like a Champion is a "teaching Bible" for so many educators worldwide.

Play Practice

Play Practice
Author: Alan G. Launder
Publisher: Human Kinetics
Total Pages: 204
Release: 2001
Genre: Education
ISBN: 9780736030052

This new edition covers a broader variety of disciplines including exercise science, kinesiology, movement studies, physical education, sport science and sport studies.

Positive Reinforcement

Positive Reinforcement
Author: Peter Clutterbuck
Publisher: Crown House Pub Limited
Total Pages: 121
Release: 2010
Genre: Education
ISBN: 9781845901417

Designed for schools that want to build on the SEAL programme for primary schools and really focus on positive reinforcement, this book supplements the Primary SEAL resources and covers a huge range of issues which affect self-esteem and self-worth. Each topic has an introduction, an activity page and full instructions for carrying out the activity. The first part of this book deals with the child's self-image and contains activities to build self-worth and self-esteem. It explores feelings in the context of the child as an individual, developing self-awareness and helping the child to realise that it really is 'Good to be me'. The 50 activities help children understand how and why feelings lead them to behave the way they do - particularly the feelings of being excited, proud, surprised, hopeful, disappointed, worried and anxious. Building effective relationships with others has a huge impact on self-confidence and the skills needed are developed in the second part in the same activity-based way. Many of the activities concentrate on building community within the school, concentrating on caring for others and teamwork. All the supplementary materials are supplied on the included CD-ROM for ease of reproduction.

The Highly Effective Teacher

The Highly Effective Teacher
Author: Jeff C. Marshall
Publisher: ASCD
Total Pages: 141
Release: 2016-04-14
Genre: Education
ISBN: 1416622322

What are the secrets to unlocking student success? And what can teachers do to get better at helping students develop deep understanding of content, attain higher-order thinking skills, and become secure, confident, and capable learners? In this book, teacher and professor Jeff Marshall showcases how teaching with intentionality answers these questions. Specifically, he introduces the Teacher Intentionality Practice Scale (TIPS), a framework for both supporting and measuring effective teaching. Taken together, the framework’s seven TIPs provide a research-based, classroom-tested guide to help teachers * create coherent, connected lessons; * use strategies and resources, including technology, that truly enhance learning; * organize a safe, respectful learning environment; * develop challenging and rigorous learning experiences; * promote interactive, thoughtful learning; * nurture a creative, problem-solving classroom culture; and * deliver feedback and formative assessment that inform teaching and learning. Marshall’s needs-assessment instrument can help teachers, working independently or in a cohort, determine the best starting point for improving their practice. Practical, straightforward rubrics for each TIP describe the various levels of teacher proficiency. Based on his own teaching experience and observations in hundreds of classrooms, Marshall also offers action tips for each framework component and a list of resources for further study. Written for teachers and leaders at all levels and in all content areas, The Highly Effective Teacher is a guidebook for thoughtful, intentional teaching with one goal: success for all students, in every classroom.

The Verbal Behavior Approach

The Verbal Behavior Approach
Author: Mary Lynch Barbera
Publisher: Jessica Kingsley Publishers
Total Pages: 201
Release: 2007-05-15
Genre: Education
ISBN: 1846426537

The Verbal Behavior (VB) approach is a form of Applied Behavior Analysis (ABA), that is based on B.F. Skinner's analysis of verbal behavior and works particularly well with children with minimal or no speech abilities. In this book Dr. Mary Lynch Barbera draws on her own experiences as a Board Certified Behavior Analyst and also as a parent of a child with autism to explain VB and how to use it. This step-by-step guide provides an abundance of information about how to help children develop better language and speaking skills, and also explains how to teach non-vocal children to use sign language. An entire chapter focuses on ways to reduce problem behavior, and there is also useful information on teaching toileting and other important self-help skills, that would benefit any child. This book will enable parents and professionals unfamiliar with the principles of ABA and VB to get started immediately using the Verbal Behavior approach to teach children with autism and related disorders.