Reinforcement Learning, second edition PDF Download
Are you looking for read ebook online? Search for your book and save it on your Kindle device, PC, phones or tablets. Download Reinforcement Learning, second edition PDF full book. Access full book title Reinforcement Learning, second edition by Richard S. Sutton. Download full books in PDF and EPUB format.
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: 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
Get Book
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: David Diez
Publisher:
ISBN: 9781943450046
Category :
Languages : en
Pages :
Get Book
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: Gareth James
Publisher: Springer Nature
ISBN: 3031387473
Category : Mathematics
Languages : en
Pages : 617
Get Book
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 Finkelstein
Publisher: Routledge
ISBN: 1134380062
Category : Social Science
Languages : en
Pages : 167
Get Book
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: Slavoj Zizek
Publisher: MIT Press
ISBN: 9780262740159
Category : Literary Criticism
Languages : en
Pages : 206
Get Book
Book Description
Slavoj Žižek, a leading intellectual in the new social movements that are sweeping Eastern Europe, provides a virtuoso reading of Jacques Lacan. Žižek inverts current pedagogical strategies to explain the difficult philosophical underpinnings of the French theoretician and practician who revolutionized our view of psychoanalysis. He approaches Lacan through the motifs and works of contemporary popular culture, from Hitchcock's Vertigo to Stephen King's Pet Sematary, from McCullough's An Indecent Obsession to Romero's Return of the Living Dead—a strategy of "looking awry" that recalls the exhilarating and vital experience of Lacan. Žižek discovers fundamental Lacanian categories the triad Imaginary/Symbolic/Real, the object small a, the opposition of drive and desire, the split subject—at work in horror fiction, in detective thrillers, in romances, in the mass media's perception of ecological crisis, and, above all, in Alfred Hitchcock's films. The playfulness of Žižek's text, however, is entirely different from that associated with the deconstructive approach made famous by Derrida. By clarifying what Lacan is saying as well as what he is not saying, Žižek is uniquely able to distinguish Lacan from the poststructuralists who so often claim him.
Author: Pearson
Publisher: Pearson Education ESL
ISBN: 9780134659572
Category : English language
Languages : en
Pages : 272
Get Book
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: Jason J. Lukawitz
Publisher:
ISBN: 9780997953237
Category :
Languages : en
Pages : 116
Get Book
Book Description
Author: Aristophanes
Publisher:
ISBN:
Category :
Languages : en
Pages : 328
Get Book
Book Description
Author: Richard Ed. Frankel
Publisher: Allyn & Bacon
ISBN: 9780132408769
Category : Education
Languages : en
Pages : 249
Get Book
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.
