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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.
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.
This new edition covers a broader variety of disciplines including exercise science, kinesiology, movement studies, physical education, sport science and sport studies.
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.
A practical guide to using reward-based training techniques to create a true partnership with your horse. This leads to lifelong connection, effective problem-solving and joyful performance.
Habits Of Highly Effective Teachers simplifies what it is that good teachers do, so you can do it too! This highly practical guide will ensure success in the classroom by maximising student engagement, minimising classroom disruption and maintaining your sanity! It's the secret to getting on with the business of teaching. Perfect for new teachers.
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.