Author: Richard S. Sutton
Publisher: MIT Press
ISBN: 0262352702
Category : Computers
Languages : en
Pages : 549
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.
Reinforcement Learning, second edition
Author: Richard S. Sutton
Publisher: MIT Press
ISBN: 0262352702
Category : Computers
Languages : en
Pages : 549
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.
Publisher: MIT Press
ISBN: 0262352702
Category : Computers
Languages : en
Pages : 549
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.
Resources in Education
Author:
Publisher:
ISBN:
Category : Education
Languages : en
Pages : 354
Book Description
Publisher:
ISBN:
Category : Education
Languages : en
Pages : 354
Book Description
Patenting of Pharmaceuticals and Development in Sub-Saharan Africa
Author: POKU ADUSEI
Publisher: Springer Science & Business Media
ISBN: 3642325149
Category : Law
Languages : en
Pages : 312
Book Description
This book critically investigates the patent protection of medication in light of the threats posed by HIV/AIDS, malaria and tuberculosis epidemics to the citizens of countries in Sub-Saharan Africa (hereinafter “SSA” or “Africa”). The book outlines the systemic problems associated with the prevailing globalized patent regime and the regime’s inability to promote access to life-saving medication at affordable prices in SSA. It argues that for pharmaceutical patents to retain their relevance in SSA countries, human development concepts must be integrated into global patent law- and policy-making. An integrative approach implies developing additional public health and human development exceptions/limitations to the exercise of patent rights with the goal of scaling up access to medication that can treat epidemics in SSA. By drawing on multiple perspectives of laws, institutions, practices, and politics, the book suggests that SSA countries adopt an evidence-based approach to implementing global patent standards in domestic jurisdictions. This evidence-based approach would include mechanisms like local need assessments and the use of empirical data to shape domestic patent law-making endeavors. The approach also implies revising patent rules and policies with a pro-poor and pro-health emphasis, so that medication will be more affordable and accessible to the citizens of SSA countries. It also suggests considering the opinions of individuals and pro-access institutions in enacting crucial pieces of health-related statutes in SSA countries. The approach in this book is sensitive to the public health needs of the citizens affected by epidemics and to the imperative of building local manufacturing facilities for pharmaceutical research and development in SSA.
Publisher: Springer Science & Business Media
ISBN: 3642325149
Category : Law
Languages : en
Pages : 312
Book Description
This book critically investigates the patent protection of medication in light of the threats posed by HIV/AIDS, malaria and tuberculosis epidemics to the citizens of countries in Sub-Saharan Africa (hereinafter “SSA” or “Africa”). The book outlines the systemic problems associated with the prevailing globalized patent regime and the regime’s inability to promote access to life-saving medication at affordable prices in SSA. It argues that for pharmaceutical patents to retain their relevance in SSA countries, human development concepts must be integrated into global patent law- and policy-making. An integrative approach implies developing additional public health and human development exceptions/limitations to the exercise of patent rights with the goal of scaling up access to medication that can treat epidemics in SSA. By drawing on multiple perspectives of laws, institutions, practices, and politics, the book suggests that SSA countries adopt an evidence-based approach to implementing global patent standards in domestic jurisdictions. This evidence-based approach would include mechanisms like local need assessments and the use of empirical data to shape domestic patent law-making endeavors. The approach also implies revising patent rules and policies with a pro-poor and pro-health emphasis, so that medication will be more affordable and accessible to the citizens of SSA countries. It also suggests considering the opinions of individuals and pro-access institutions in enacting crucial pieces of health-related statutes in SSA countries. The approach in this book is sensitive to the public health needs of the citizens affected by epidemics and to the imperative of building local manufacturing facilities for pharmaceutical research and development in SSA.
The Official Railway Guide
Author:
Publisher:
ISBN:
Category : Freight and freightage
Languages : en
Pages : 1008
Book Description
Publisher:
ISBN:
Category : Freight and freightage
Languages : en
Pages : 1008
Book Description
Record of Agricultural Research
Author: Northern Ireland. Ministry of Agriculture
Publisher:
ISBN:
Category : Agriculture
Languages : en
Pages : 98
Book Description
Publisher:
ISBN:
Category : Agriculture
Languages : en
Pages : 98
Book Description
Summary Report of the Commissioner of the Bureau of Reclamation to the Secretary of the Interior for the Fiscal Year Ended June 30 ... and Statistical Appendix
Author: United States. Bureau of Reclamation
Publisher:
ISBN:
Category : Reclamation of land
Languages : en
Pages : 590
Book Description
Publisher:
ISBN:
Category : Reclamation of land
Languages : en
Pages : 590
Book Description
Industrial Development and Manufacturers Record
Author:
Publisher:
ISBN:
Category : Industries
Languages : en
Pages : 938
Book Description
Beginning in 1956 each vol. includes as a regular number the Blue book of southern progress and the Southern industrial directory, formerly issued separately.
Publisher:
ISBN:
Category : Industries
Languages : en
Pages : 938
Book Description
Beginning in 1956 each vol. includes as a regular number the Blue book of southern progress and the Southern industrial directory, formerly issued separately.
Report of the Commissioner of the Bureau of Reclamation to the Secretary of the Interior: Statistical Appendix
Author: United States. Bureau of Reclamation
Publisher:
ISBN:
Category : Reclamation of land
Languages : en
Pages : 596
Book Description
Publisher:
ISBN:
Category : Reclamation of land
Languages : en
Pages : 596
Book Description
Resources in Women's Educational Equity
Author:
Publisher:
ISBN:
Category : Sex differences in education
Languages : en
Pages : 420
Book Description
Literature cited in AGRICOLA, Dissertations abstracts international, ERIC, ABI/INFORM, MEDLARS, NTIS, Psychological abstracts, and Sociological abstracts. Selection focuses on education, legal aspects, career aspects, sex differences, lifestyle, and health. Common format (bibliographical information, descriptors, and abstracts) and ERIC subject terms used throughout. Contains order information. Subject, author indexes.
Publisher:
ISBN:
Category : Sex differences in education
Languages : en
Pages : 420
Book Description
Literature cited in AGRICOLA, Dissertations abstracts international, ERIC, ABI/INFORM, MEDLARS, NTIS, Psychological abstracts, and Sociological abstracts. Selection focuses on education, legal aspects, career aspects, sex differences, lifestyle, and health. Common format (bibliographical information, descriptors, and abstracts) and ERIC subject terms used throughout. Contains order information. Subject, author indexes.
Energy: a Continuing Bibliography with Indexes
Author:
Publisher:
ISBN:
Category : Fuel
Languages : en
Pages : 616
Book Description
Publisher:
ISBN:
Category : Fuel
Languages : en
Pages : 616
Book Description