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Book Reinforcement Learning

    Book Details:
  • Author : Phil Winder Ph.D.
  • Publisher : "O'Reilly Media, Inc."
  • Release : 2020-11-06
  • ISBN : 1492072346
  • Pages : 517 pages

Download or read book Reinforcement Learning written by Phil Winder Ph.D. and published by "O'Reilly Media, Inc.". This book was released on 2020-11-06 with total page 517 pages. Available in PDF, EPUB and Kindle. Book excerpt: Reinforcement learning (RL) will deliver one of the biggest breakthroughs in AI over the next decade, enabling algorithms to learn from their environment to achieve arbitrary goals. This exciting development avoids constraints found in traditional machine learning (ML) algorithms. This practical book shows data science and AI professionals how to learn by reinforcement and enable a machine to learn by itself. Author Phil Winder of Winder Research covers everything from basic building blocks to state-of-the-art practices. You'll explore the current state of RL, focus on industrial applications, learn numerous algorithms, and benefit from dedicated chapters on deploying RL solutions to production. This is no cookbook; doesn't shy away from math and expects familiarity with ML. Learn what RL is and how the algorithms help solve problems Become grounded in RL fundamentals including Markov decision processes, dynamic programming, and temporal difference learning Dive deep into a range of value and policy gradient methods Apply advanced RL solutions such as meta learning, hierarchical learning, multi-agent, and imitation learning Understand cutting-edge deep RL algorithms including Rainbow, PPO, TD3, SAC, and more Get practical examples through the accompanying website

Book Higher Education in the Era of the Fourth Industrial Revolution

Download or read book Higher Education in the Era of the Fourth Industrial Revolution written by Nancy W. Gleason and published by Springer. This book was released on 2018-06-21 with total page 238 pages. Available in PDF, EPUB and Kindle. Book excerpt: This open access collection examines how higher education responds to the demands of the automation economy and the fourth industrial revolution. Considering significant trends in how people are learning, coupled with the ways in which different higher education institutions and education stakeholders are implementing adaptations, it looks at new programs and technological advances that are changing how and why we teach and learn. The book addresses trends in liberal arts integration of STEM innovations, the changing role of libraries in the digital age, global trends in youth mobility, and the development of lifelong learning programs. This is coupled with case study assessments of the various ways China, Singapore, South Africa and Costa Rica are preparing their populations for significant shifts in labour market demands – shifts that are already underway. Offering examples of new frameworks in which collaboration between government, industry, and higher education institutions can prevent lagging behind in this fast changing environment, this book is a key read for anyone wanting to understand how the world should respond to the radical technological shifts underway on the frontline of higher education.

Book Industrial Education

Download or read book Industrial Education written by National Society for the Study of Education and published by . This book was released on 1912 with total page 714 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Book Industrial Relations

Download or read book Industrial Relations written by and published by . This book was released on 1919 with total page 602 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Book Industrial Arts   Vocational Education

Download or read book Industrial Arts Vocational Education written by and published by . This book was released on 1922 with total page 710 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Book Learning from Accidents

Download or read book Learning from Accidents written by Trevor Kletz and published by Routledge. This book was released on 2007-08-22 with total page 360 pages. Available in PDF, EPUB and Kindle. Book excerpt: Review of previous edition: "Trevor Kletz's book makes an invaluable contribution to the systematic, professional and scientific approach to accident investigation". The Chemical Engineer Fully revised and updated, the third edition of Learning from Accidents provides more information on accident investigation, including coverage of accidents involving liquefied gases, building collapse and other incidents that have occurred because faults were invisible (e.g. underground pipelines). By analysing accidents that have occurred Trevor Kletz shows how we can learn and thus be better able to prevent accidents happening again. Looking at a wide range of incidents, covering the process industries, nuclear industry and transportation, he analyses each accident in a practical and non-theoretical fashion and summarises each with a chain of events showing the prevention and mitigation which could have occurred at every stage. At all times Learning from Accidents, 3rd Edition emphasises cause and prevention rather than human interest or cleaning up the mess. Anyone involved in accident investigation and reporting of whatever sort and all those who work in industry, whether in design, operations or loss prevention will find this book full of invaluable guidance and advice.

Book Industrial Machine Learning

Download or read book Industrial Machine Learning written by Andreas François Vermeulen and published by Apress. This book was released on 2019-11-30 with total page 652 pages. Available in PDF, EPUB and Kindle. Book excerpt: Understand the industrialization of machine learning (ML) and take the first steps toward identifying and generating the transformational disruptors of artificial intelligence (AI). You will learn to apply ML to data lakes in various industries, supplying data professionals with the advanced skills required to handle the future of data engineering and data science. Data lakes currently generated by worldwide industrialized business activities are projected to reach 35 zettabytes (ZB) as the Fourth Industrial Revolution produces an exponential increase of volume, velocity, variety, variability, veracity, visualization, and value. Industrialization of ML evolves from AI and studying pattern recognition against the increasingly unstructured resource stored in data lakes. Industrial Machine Learning supplies advanced, yet practical examples in different industries, including finance, public safety, health care, transportation, manufactory, supply chain, 3D printing, education, research, and data science. The book covers: supervised learning, unsupervised learning, reinforcement learning, evolutionary computing principles, soft robotics disruptors, and hard robotics disruptors. What You Will Learn Generate and identify transformational disruptors of artificial intelligence (AI) Understand the field of machine learning (ML) and apply it to handle big data and process the data lakes in your environment Hone the skills required to handle the future of data engineering and data science Who This Book Is For Intermediate to expert level professionals in the fields of data science, data engineering, machine learning, and data management

Book Industrial Education Magazine

Download or read book Industrial Education Magazine written by and published by . This book was released on 1923 with total page 366 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Book Industrial Applications of Machine Learning

Download or read book Industrial Applications of Machine Learning written by Pedro Larrañaga and published by CRC Press. This book was released on 2018-12-12 with total page 349 pages. Available in PDF, EPUB and Kindle. Book excerpt: Industrial Applications of Machine Learning shows how machine learning can be applied to address real-world problems in the fourth industrial revolution, and provides the required knowledge and tools to empower readers to build their own solutions based on theory and practice. The book introduces the fourth industrial revolution and its current impact on organizations and society. It explores machine learning fundamentals, and includes four case studies that address a real-world problem in the manufacturing or logistics domains, and approaches machine learning solutions from an application-oriented point of view. The book should be of special interest to researchers interested in real-world industrial problems. Features Describes the opportunities, challenges, issues, and trends offered by the fourth industrial revolution Provides a user-friendly introduction to machine learning with examples of cutting-edge applications in different industrial sectors Includes four case studies addressing real-world industrial problems solved with machine learning techniques A dedicated website for the book contains the datasets of the case studies for the reader's reproduction, enabling the groundwork for future problem-solving Uses of three of the most widespread software and programming languages within the engineering and data science communities, namely R, Python, and Weka

Book Royal Commission on Industrial Training and Technical Education

Download or read book Royal Commission on Industrial Training and Technical Education written by Canada. Royal Commission on Industrial Training and Technical Education and published by . This book was released on 1913 with total page 478 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Book Industrial Education Magazine

Download or read book Industrial Education Magazine written by Charles Alpheus Bennett and published by . This book was released on 1922 with total page 470 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Book Industrial Arts and Vocational Education

Download or read book Industrial Arts and Vocational Education written by and published by . This book was released on 1917 with total page 524 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Book Education for Industrial Purposes

Download or read book Education for Industrial Purposes written by Ontario. Department of Education and published by L. K. Cameron. This book was released on 1911 with total page 434 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Book Teaching and Learning in the 21st Century

Download or read book Teaching and Learning in the 21st Century written by and published by BRILL. This book was released on 2021-05-25 with total page 186 pages. Available in PDF, EPUB and Kindle. Book excerpt: Teaching and Learning in the 21st Century: Embracing the Fourth Industrial Revolution explores responsive and innovative pedagogies arising from findings of research and practitioner experiences, globally. This book clarifies concepts and issues that surround teaching and learning for the 21st century.

Book Machine Learning for Sustainable Manufacturing in Industry 4 0

Download or read book Machine Learning for Sustainable Manufacturing in Industry 4 0 written by Raman Kumar and published by CRC Press. This book was released on 2023-11-03 with total page 250 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book focuses on the recent developments in the areas of error reduction, resource optimization, and revenue growth in sustainable manufacturing using machine learning. It presents the integration of smart technologies such as machine learning in the field of Industry 4.0 for better quality products and efficient manufacturing methods. Focusses on machine learning applications in Industry 4.0 ecosystem, such as resource optimization, data analysis, and predictions. Highlights the importance of the explainable machine learning model in the manufacturing processes. Presents the integration of machine learning and big data analytics from an industry 4.0 perspective. Discusses advanced computational techniques for sustainable manufacturing. Examines environmental impacts of operations and supply chain from an industry 4.0 perspective. This book provides scientific and technological insight into sustainable manufacturing by covering a wide range of machine learning applications fault detection, cyber-attack prediction, and inventory management. It further discusses resource optimization using machine learning in industry 4.0, and explainable machine learning models for industry 4.0. It will serve as an ideal reference text for senior undergraduate, graduate students, and academic researchers in the fields including mechanical engineering, manufacturing engineering, production engineering, aerospace engineering, and computer engineering.

Book Learning Periods in the Work Glove Industry August 1943

Download or read book Learning Periods in the Work Glove Industry August 1943 written by United States. Wage and Hour and Public Contracts Divisions and published by . This book was released on 1943 with total page 68 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Book Learning to Compete in African Industry

Download or read book Learning to Compete in African Industry written by Banji Oyelaran-Oyeyinka and published by Routledge. This book was released on 2017-11-28 with total page 264 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book examines the institutional roots of the persistent differences in economic performance of firms, industries and countries in Africa. It draws attention to the role of institutions in supporting technical change and shows how technological progress is central to competitiveness in a global context. The role of initial conditions such as levels of literacy and natural endowment, the structure of industry and resource endowment are also emphasized. With its focus on how institutions shape systems of innovation this book makes a unique contribution to the debate about African development.