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Author: Richard S. Sutton
Publisher: MIT Press
ISBN: 0262352702
Category : Computers
Languages : en
Pages : 549
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Book Description
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.
Author: Richard S. Sutton
Publisher: MIT Press
ISBN: 0262352702
Category : Computers
Languages : en
Pages : 549
Get Book
Book Description
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.
Author: Tucker Max
Publisher: Lioncrest Publishing
ISBN: 1544514050
Category : Reference
Languages : en
Pages : 300
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Book Description
Ready to write your book? So why haven’t you done it yet? If you’re like most nonfiction authors, fears are holding you back. Sound familiar? Is my idea good enough? How do I structure a book? What exactly are the steps to write it? How do I stay motivated? What if I actually finish it, and it’s bad? Worst of all: what if I publish it, and no one cares? How do I know if I’m even doing the right things? The truth is, writing a book can be scary and overwhelming—but it doesn’t have to be. There’s a way to know you’re on the right path and taking the right steps. How? By using a method that’s been validated with thousands of other Authors just like you. In fact, it’s the same exact process used to produce dozens of big bestsellers–including David Goggins’s Can’t Hurt Me, Tiffany Haddish’s The Last Black Unicorn, and Joey Coleman’s Never Lose a Customer Again. The Scribe Method is the tested and proven process that will help you navigate the entire book-writing process from start to finish–the right way. Written by 4x New York Times Bestselling Author Tucker Max and publishing expert Zach Obront, you’ll learn the step-by-step method that has helped over 1,500 authors write and publish their books. Now a Wall Street Journal Bestseller itself, The Scribe Method is specifically designed for business leaders, personal development gurus, entrepreneurs, and any expert in their field who has accumulated years of hard-won knowledge and wants to put it out into the world. Forget the rest of the books written by pretenders. This is the ultimate resource for anyone who wants to professionally write a great nonfiction book.
Author: Gareth James
Publisher: Springer Nature
ISBN: 3031387473
Category : Mathematics
Languages : en
Pages : 617
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Book Description
An Introduction to Statistical Learning provides an accessible overview of the field of statistical learning, an essential toolset for making sense of the vast and complex data sets that have emerged in fields ranging from biology to finance, marketing, and astrophysics in the past twenty years. This book presents some of the most important modeling and prediction techniques, along with relevant applications. Topics include linear regression, classification, resampling methods, shrinkage approaches, tree-based methods, support vector machines, clustering, deep learning, survival analysis, multiple testing, and more. Color graphics and real-world examples are used to illustrate the methods presented. This book is targeted at statisticians and non-statisticians alike, who wish to use cutting-edge statistical learning techniques to analyze their data. Four of the authors co-wrote An Introduction to Statistical Learning, With Applications in R (ISLR), which has become a mainstay of undergraduate and graduate classrooms worldwide, as well as an important reference book for data scientists. One of the keys to its success was that each chapter contains a tutorial on implementing the analyses and methods presented in the R scientific computing environment. However, in recent years Python has become a popular language for data science, and there has been increasing demand for a Python-based alternative to ISLR. Hence, this book (ISLP) covers the same materials as ISLR but with labs implemented in Python. These labs will be useful both for Python novices, as well as experienced users.
Author: David Diez
Publisher:
ISBN: 9781943450046
Category :
Languages : en
Pages :
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Book Description
The OpenIntro project was founded in 2009 to improve the quality and availability of education by producing exceptional books and teaching tools that are free to use and easy to modify. We feature real data whenever possible, and files for the entire textbook are freely available at openintro.org. Visit our website, openintro.org. We provide free videos, statistical software labs, lecture slides, course management tools, and many other helpful resources.
Author: David Finkelstein
Publisher: Routledge
ISBN: 1134380062
Category : Social Science
Languages : en
Pages : 167
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Book Description
This is a comprehensive introduction to books and print culture which examines the move from the spoken word to written texts, the book as commodity, the power and profile of readers, and the future of the book in an electronic age.
Author: Jack C. Richards
Publisher: Cambridge University Press
ISBN: 9780521628815
Category : Foreign Language Study
Languages : en
Pages : 156
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Book Description
New Interchange is a multi-level series for adult and young-adult learners of English from the beginning to the high-intermediate level. The Level 1 Student's Book builds on the foundations established in the Intro for accurate and fluent communication, extending grammatical, lexical, and functional skills. Beautiful color photographs and illustrations facilitate the teaching of new vocabulary. The New Interchange series teaches students to use English for everyday situations and purposes related to school, work, social life, and leisure. As with the other levels of New Interchange, a complete set of ancillaries, including a video program, is available to make classes interesting and productive.
Author: Pearson
Publisher: Pearson Education ESL
ISBN: 9780134659572
Category : English language
Languages : en
Pages : 272
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Book Description
Since Future was first published, more than 300,000 learners have successfully studied English with this effective six-level program. Future addresses the diverse needs of adult learners and empowers them with transferrable academic, workplace, and media literacy skills to meet the challenges of learning English and achieving personal, career, and educational goals. Highlights Assists students in transitioning along academic and career pathways. Curriculum supports students' transition to post-secondary education and the workplace. Research-based teaching strategies provide creative solutions for all stages of lesson planning and implementation. Develops students' informational and visual literacies to understand and process new information. Digital resources enable teachers and students to direct their learning and focus on skills they need to improve. ActiveTeach extends the classroom and makes learning more focused and interactive. Free online access to the Future website, including vocabulary wordlists and answer keys. New Essential Online Resources include Student Book audio, extra grammar presentation videos and practice, reading and writing practice to prepare users for the CCRS, transitions to work resources, digital literacy for new users, vocabulary flashcards and games, plus life skills, listening and speaking, and standardized test practice.
Author: Nathan J. Keirns
Publisher:
ISBN: 9781947172906
Category : Sociology
Languages : en
Pages : 0
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Book Description
"Introduction to Sociology 2e adheres to the scope and sequence of a typical, one-semester introductory sociology course. It offers comprehensive coverage of core concepts, foundational scholars, and emerging theories, which are supported by a wealth of engaging learning materials. The textbook presents detailed section reviews with rich questions, discussions that help students apply their knowledge, and features that draw learners into the discipline in meaningful ways. The second edition retains the book's conceptual organization, aligning to most courses, and has been significantly updated to reflect the latest research and provide examples most relevant to today's students. In order to help instructors transition to the revised version, the 2e changes are described within the preface."--Website of text.
Author: Richard Ed. Frankel
Publisher: Allyn & Bacon
ISBN: 9780132408769
Category : Education
Languages : en
Pages : 249
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Book Description
Special Offer: Purchase the Future Intro Student Book and Workbook together at the reduced price of only $36.00. Click here to order online. Future's research-based, comprehensive curriculum empowers learners with the academic, workplace, and media literacy skills they need to get ahead. Future prepares students with 21st century skills, helping them transition to further education or career training. Student book with Interactive Practice Plus CD-ROM enables learners to persist by providing multiple pathways to learning. Built-in multilevel instruction ensures the success of every student. Components include: Student Book with Practice Plus CD-ROM Workbook with Audio CD Audio Program Tests and Test Prep with ExamView Teacher's Edition with Lesson Planner Multilevel Communicative Activities Book (Reproducibles) Transparencies and Reproducible Vocabulary Cards Professional Development DVD The Practice Plus CD-ROM included with the Student Book is an extraordinary tool for individualizing instruction. It allows students to direct their own learning, working on precisely what they need and practicing what they choose to work on as many times as they like. In addition, the CD-ROM provides all the audio files for the book, enabling students to listen as they wish to any of the material that accompanies the text. Future is a six-level, four-skills course that empowers learners with the academic and workplace skills they need to get ahead by helping them transition to further education or career training.
Author: Aristophanes
Publisher:
ISBN:
Category :
Languages : en
Pages : 328
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Book Description
