Author: Stephen B. King
Publisher: AMACOM/American Management Association
ISBN: 9780814404904
Category : Business & Economics
Languages : en
Pages : 495
Book Description
This guide provides trainers with ways to apply 14 key skills in order to become effective trainers. The skills required include how to: analyze materials and learner information; establish credibility; communicate effectively and provide positive reinforcement.
The Complete Guide to Training Delivery
Author: Stephen B. King
Publisher: AMACOM/American Management Association
ISBN: 9780814404904
Category : Business & Economics
Languages : en
Pages : 495
Book Description
This guide provides trainers with ways to apply 14 key skills in order to become effective trainers. The skills required include how to: analyze materials and learner information; establish credibility; communicate effectively and provide positive reinforcement.
Publisher: AMACOM/American Management Association
ISBN: 9780814404904
Category : Business & Economics
Languages : en
Pages : 495
Book Description
This guide provides trainers with ways to apply 14 key skills in order to become effective trainers. The skills required include how to: analyze materials and learner information; establish credibility; communicate effectively and provide positive reinforcement.
Principles of Management Essentials You Always Wanted To Know
Author: Callie Daum
Publisher: Vibrant Publishers
ISBN: 1949395677
Category : Business & Economics
Languages : en
Pages : 165
Book Description
The first experience as a manager is often the most challenging. Often times, a productive employee does not have the right knowledge and experience to immediately transition into management. A way to quickly get up to speed on the basics of management is needed. Principles of Management Essentials You Always Wanted To Know provides the core information to speed your transformation from an employee into a successful manager. That knowledge includes details in areas such as: · Management in an organization and understanding its functions and elements · Business responsibilities of a manager · Tools that can help you navigate your role as a manager · Managing employees and team relationships · Managing customer relationships Principles of Management Essentials You Always Wanted To Know is part of the Self-Learning Management Series that helps working professionals moving into management roles. The series addresses every aspect of business from HR to finance, marketing, and operations. Each book includes fundamentals, important concepts, and well-known principles, as well as practical applications of the subject matter.
Publisher: Vibrant Publishers
ISBN: 1949395677
Category : Business & Economics
Languages : en
Pages : 165
Book Description
The first experience as a manager is often the most challenging. Often times, a productive employee does not have the right knowledge and experience to immediately transition into management. A way to quickly get up to speed on the basics of management is needed. Principles of Management Essentials You Always Wanted To Know provides the core information to speed your transformation from an employee into a successful manager. That knowledge includes details in areas such as: · Management in an organization and understanding its functions and elements · Business responsibilities of a manager · Tools that can help you navigate your role as a manager · Managing employees and team relationships · Managing customer relationships Principles of Management Essentials You Always Wanted To Know is part of the Self-Learning Management Series that helps working professionals moving into management roles. The series addresses every aspect of business from HR to finance, marketing, and operations. Each book includes fundamentals, important concepts, and well-known principles, as well as practical applications of the subject matter.
How Management Works
Author: DK
Publisher: Penguin
ISBN: 0744064694
Category : Business & Economics
Languages : en
Pages : 226
Book Description
Discover everything you need to know to improve your management skills, and understand key management and business theories with this unique graphic guide. Combining clear, jargon-free language and bold, eye-catching graphics, How Management Works is a definitive and user-friendly guide to all aspects of organizational management. Learn whether it is more effective to lead through influence or control? Is delegation the key to productivity and how do you deal with different personalities? Drawing on the latest theories and practices - and packed with graphics and diagrams that demystify complex management concepts - this book explains everything you need to know to build your management skills and get the very best out of your team. It is essential reading if you are an established or aspiring manager, or are studying a course in business or management. Much more than a standard business-management or self-help book, How Management Works shows you what other titles only tell you, combining solid reference with no-nonsense advice. It is the perfect primer for anyone looking to start their own business, become a more effective leader, or simply learn more about the world of business and management.
Publisher: Penguin
ISBN: 0744064694
Category : Business & Economics
Languages : en
Pages : 226
Book Description
Discover everything you need to know to improve your management skills, and understand key management and business theories with this unique graphic guide. Combining clear, jargon-free language and bold, eye-catching graphics, How Management Works is a definitive and user-friendly guide to all aspects of organizational management. Learn whether it is more effective to lead through influence or control? Is delegation the key to productivity and how do you deal with different personalities? Drawing on the latest theories and practices - and packed with graphics and diagrams that demystify complex management concepts - this book explains everything you need to know to build your management skills and get the very best out of your team. It is essential reading if you are an established or aspiring manager, or are studying a course in business or management. Much more than a standard business-management or self-help book, How Management Works shows you what other titles only tell you, combining solid reference with no-nonsense advice. It is the perfect primer for anyone looking to start their own business, become a more effective leader, or simply learn more about the world of business and management.
Deep Reinforcement Learning in Action
Author: Alexander Zai
Publisher: Manning
ISBN: 1617295434
Category : Computers
Languages : en
Pages : 381
Book Description
Summary Humans learn best from feedback—we are encouraged to take actions that lead to positive results while deterred by decisions with negative consequences. This reinforcement process can be applied to computer programs allowing them to solve more complex problems that classical programming cannot. Deep Reinforcement Learning in Action teaches you the fundamental concepts and terminology of deep reinforcement learning, along with the practical skills and techniques you’ll need to implement it into your own projects. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About the technology Deep reinforcement learning AI systems rapidly adapt to new environments, a vast improvement over standard neural networks. A DRL agent learns like people do, taking in raw data such as sensor input and refining its responses and predictions through trial and error. About the book Deep Reinforcement Learning in Action teaches you how to program AI agents that adapt and improve based on direct feedback from their environment. In this example-rich tutorial, you’ll master foundational and advanced DRL techniques by taking on interesting challenges like navigating a maze and playing video games. Along the way, you’ll work with core algorithms, including deep Q-networks and policy gradients, along with industry-standard tools like PyTorch and OpenAI Gym. What's inside Building and training DRL networks The most popular DRL algorithms for learning and problem solving Evolutionary algorithms for curiosity and multi-agent learning All examples available as Jupyter Notebooks About the reader For readers with intermediate skills in Python and deep learning. About the author Alexander Zai is a machine learning engineer at Amazon AI. Brandon Brown is a machine learning and data analysis blogger. Table of Contents PART 1 - FOUNDATIONS 1. What is reinforcement learning? 2. Modeling reinforcement learning problems: Markov decision processes 3. Predicting the best states and actions: Deep Q-networks 4. Learning to pick the best policy: Policy gradient methods 5. Tackling more complex problems with actor-critic methods PART 2 - ABOVE AND BEYOND 6. Alternative optimization methods: Evolutionary algorithms 7. Distributional DQN: Getting the full story 8.Curiosity-driven exploration 9. Multi-agent reinforcement learning 10. Interpretable reinforcement learning: Attention and relational models 11. In conclusion: A review and roadmap
Publisher: Manning
ISBN: 1617295434
Category : Computers
Languages : en
Pages : 381
Book Description
Summary Humans learn best from feedback—we are encouraged to take actions that lead to positive results while deterred by decisions with negative consequences. This reinforcement process can be applied to computer programs allowing them to solve more complex problems that classical programming cannot. Deep Reinforcement Learning in Action teaches you the fundamental concepts and terminology of deep reinforcement learning, along with the practical skills and techniques you’ll need to implement it into your own projects. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About the technology Deep reinforcement learning AI systems rapidly adapt to new environments, a vast improvement over standard neural networks. A DRL agent learns like people do, taking in raw data such as sensor input and refining its responses and predictions through trial and error. About the book Deep Reinforcement Learning in Action teaches you how to program AI agents that adapt and improve based on direct feedback from their environment. In this example-rich tutorial, you’ll master foundational and advanced DRL techniques by taking on interesting challenges like navigating a maze and playing video games. Along the way, you’ll work with core algorithms, including deep Q-networks and policy gradients, along with industry-standard tools like PyTorch and OpenAI Gym. What's inside Building and training DRL networks The most popular DRL algorithms for learning and problem solving Evolutionary algorithms for curiosity and multi-agent learning All examples available as Jupyter Notebooks About the reader For readers with intermediate skills in Python and deep learning. About the author Alexander Zai is a machine learning engineer at Amazon AI. Brandon Brown is a machine learning and data analysis blogger. Table of Contents PART 1 - FOUNDATIONS 1. What is reinforcement learning? 2. Modeling reinforcement learning problems: Markov decision processes 3. Predicting the best states and actions: Deep Q-networks 4. Learning to pick the best policy: Policy gradient methods 5. Tackling more complex problems with actor-critic methods PART 2 - ABOVE AND BEYOND 6. Alternative optimization methods: Evolutionary algorithms 7. Distributional DQN: Getting the full story 8.Curiosity-driven exploration 9. Multi-agent reinforcement learning 10. Interpretable reinforcement learning: Attention and relational models 11. In conclusion: A review and roadmap
Warehouse Management
Author: Gwynne Richards
Publisher: Kogan Page Publishers
ISBN: 074946075X
Category : Business & Economics
Languages : en
Pages : 344
Book Description
Warehouses are an integral link in the modern supply chain, ensuring that the correct product is delivered in the right quantity, in good condition, at the required time, and at minimal cost: in effect, the perfect order. The effective management of warehouses is vital in minimizing costs and ensuring the efficient operation of any supply chain. Warehouse Management is a complete guide to best practice in warehouse operations. Covering everything from the latest technological advances to current environmental issues, this book provides an indispensable companion to the modern warehouse. Supported by case studies, the text considers many aspects of warehouse management, including: cost reduction productivity people management warehouse operations With helpful tools, hints and up-to-date information, Warehouse Management provides an invaluable resource for anyone looking to reduce costs and boost productivity.
Publisher: Kogan Page Publishers
ISBN: 074946075X
Category : Business & Economics
Languages : en
Pages : 344
Book Description
Warehouses are an integral link in the modern supply chain, ensuring that the correct product is delivered in the right quantity, in good condition, at the required time, and at minimal cost: in effect, the perfect order. The effective management of warehouses is vital in minimizing costs and ensuring the efficient operation of any supply chain. Warehouse Management is a complete guide to best practice in warehouse operations. Covering everything from the latest technological advances to current environmental issues, this book provides an indispensable companion to the modern warehouse. Supported by case studies, the text considers many aspects of warehouse management, including: cost reduction productivity people management warehouse operations With helpful tools, hints and up-to-date information, Warehouse Management provides an invaluable resource for anyone looking to reduce costs and boost productivity.
Complete Guide to Sport Education
Author: Daryl Siedentop
Publisher: Human Kinetics
ISBN: 1492582204
Category : Education
Languages : en
Pages : 226
Book Description
This new edition of Complete Guide to Sport Education contains everything your students need to get—and keep—children active. Regardless of skill or confidence level, your students will learn how to get children to work together, support each other, and gain competence in sport and fitness skills so that they can stay moving now and throughout their lifetime. The Sport Education model is appropriate for various dance forms and recreational activities such as swimming, weightlifting, and other fitness programs such as aerobic routines and hiking. The text for this groundbreaking Sport Education curricular model has expanded to 12 chapters, is updated throughout, and offers even more practical examples and real-world applications from both elementary and secondary levels: • A new emphasis on using the Sport Education model to help students reach national goals for physical activity, including outside of class time • Review of the findings from more than 50 research studies that examine the efficacies of the Sport Education model • More online teacher resources—including ready-to-use forms, plans, assessments, charts, and handouts A few examples of new resources include a series of team practice cards that teachers and team coaches can use to plan practices, and templates that allow teachers to choose among several game-play performance indicators (techniques and tactics, rules and strategies, fair play, and so on). The resources make it easy for professors to use this text in college methods and curriculum courses. Authors Daryl Siedentop, Peter Hastie, and Hans van der Mars provide a perfect blend of rock-solid theory and practical application for a wealth of games, sports, and fitness activities. Through their Sport Education model, children quickly become involved in all aspects of a sport or activity, learning skills, sportsmanship, and responsibility. The curriculum helps students develop as leaders and as team players. And as they learn to become true players and performers, they become more competent and confident—thus leading to the likelihood that they will continue being active after school, on weekends, and as they grow. This second edition of Complete Guide to Sport Education will help school programs meet national physical activity guidelines and the national physical education standards established by NASPE. It contains everything that future physical education teachers need in order to implement an effective program. With its greater emphasis on activity and fitness, its expanded resources, its relevance and freshness, and its practical approach, Complete Guide to Sport Education, Second Edition, is just what your students need to point children in the direction of healthy, active lifestyles.
Publisher: Human Kinetics
ISBN: 1492582204
Category : Education
Languages : en
Pages : 226
Book Description
This new edition of Complete Guide to Sport Education contains everything your students need to get—and keep—children active. Regardless of skill or confidence level, your students will learn how to get children to work together, support each other, and gain competence in sport and fitness skills so that they can stay moving now and throughout their lifetime. The Sport Education model is appropriate for various dance forms and recreational activities such as swimming, weightlifting, and other fitness programs such as aerobic routines and hiking. The text for this groundbreaking Sport Education curricular model has expanded to 12 chapters, is updated throughout, and offers even more practical examples and real-world applications from both elementary and secondary levels: • A new emphasis on using the Sport Education model to help students reach national goals for physical activity, including outside of class time • Review of the findings from more than 50 research studies that examine the efficacies of the Sport Education model • More online teacher resources—including ready-to-use forms, plans, assessments, charts, and handouts A few examples of new resources include a series of team practice cards that teachers and team coaches can use to plan practices, and templates that allow teachers to choose among several game-play performance indicators (techniques and tactics, rules and strategies, fair play, and so on). The resources make it easy for professors to use this text in college methods and curriculum courses. Authors Daryl Siedentop, Peter Hastie, and Hans van der Mars provide a perfect blend of rock-solid theory and practical application for a wealth of games, sports, and fitness activities. Through their Sport Education model, children quickly become involved in all aspects of a sport or activity, learning skills, sportsmanship, and responsibility. The curriculum helps students develop as leaders and as team players. And as they learn to become true players and performers, they become more competent and confident—thus leading to the likelihood that they will continue being active after school, on weekends, and as they grow. This second edition of Complete Guide to Sport Education will help school programs meet national physical activity guidelines and the national physical education standards established by NASPE. It contains everything that future physical education teachers need in order to implement an effective program. With its greater emphasis on activity and fitness, its expanded resources, its relevance and freshness, and its practical approach, Complete Guide to Sport Education, Second Edition, is just what your students need to point children in the direction of healthy, active lifestyles.
ADULT EDUCATORS' RESOURCE MANUAL
Author: Marilyn Laiken
Publisher: Page Publishing Inc
ISBN:
Category : Education
Languages : en
Pages : 79
Book Description
This book represents a compilation of all of the author's learning about teaching adults, from an almost fifty- year career in the field of adult education. It explores the art and science of training as a transformative learning process. It goes further than the development of understanding and skill, to actually help achieve a change in behaviour that reaches beyond the classroom experience. The purpose is to help learners critically reflect on their behaviour and underlying assumptions and provide an opportunity for these to be fully explored with others in a dialogic atmosphere. This manual outlines in detail the methods needed to create such an educational experience. It begins with life before training, including preprogram preparation, designing a training program, and planning for how to create a positive learning environment. It then explores life during training, including understanding the adult learner, dealing with difficult situations and behaviour, facilitating group dynamics in the classroom to create a transformative learning environment, managing your own personal leadership and facilitation style, and using instructional methods that work. To close, the book addresses life after training, including all forms of evaluation and ensuring enduring impact beyond the training program. Finally, personal anecdotes from the author's own experience are included throughout the book to enrich and illustrate points being made.
Publisher: Page Publishing Inc
ISBN:
Category : Education
Languages : en
Pages : 79
Book Description
This book represents a compilation of all of the author's learning about teaching adults, from an almost fifty- year career in the field of adult education. It explores the art and science of training as a transformative learning process. It goes further than the development of understanding and skill, to actually help achieve a change in behaviour that reaches beyond the classroom experience. The purpose is to help learners critically reflect on their behaviour and underlying assumptions and provide an opportunity for these to be fully explored with others in a dialogic atmosphere. This manual outlines in detail the methods needed to create such an educational experience. It begins with life before training, including preprogram preparation, designing a training program, and planning for how to create a positive learning environment. It then explores life during training, including understanding the adult learner, dealing with difficult situations and behaviour, facilitating group dynamics in the classroom to create a transformative learning environment, managing your own personal leadership and facilitation style, and using instructional methods that work. To close, the book addresses life after training, including all forms of evaluation and ensuring enduring impact beyond the training program. Finally, personal anecdotes from the author's own experience are included throughout the book to enrich and illustrate points being made.
Classroom Management
Author: Paul R. Burden
Publisher: John Wiley & Sons
ISBN: 1119639980
Category : Education
Languages : en
Pages : 290
Book Description
ENABLES K-12 EDUCATORS TO CREATE SUCCESSFUL LEARNING COMMUNITIES — THE FULLY UPDATED NEW EDITION Effective classroom management plans are essential for creating environments that foster appropriate social interactions and engaged learning for students in K-12 settings. New and early-career teachers often face difficulties addressing student discipline, upholding classroom rules and procedures, and establishing positive teacher-student relationships. The seventh edition of Classroom Management is the leading resource for helping educators prevent student misbehavior, respond to challenging situations, and involve their students in building positive classroom communities. This popular textbook covers every vital aspect of classroom management, from planning for the school year and conducting instruction, to managing diverse classrooms and collaborating with colleagues and families. Fully revised to reflect recent changes in K-12 education and address the needs of today's educators, this edition features new and updated methods for fostering positive student behavior, insights on the root causes of misbehavior, strategies for helping students set high expectations, and much more. Written by a respected expert in teaching methods, classroom management, and instructional leadership, this valuable teacher's reference: Covers contemporary topics, methods, and discipline models in classroom management Reflects current InTASC Model Core Teaching Standards and Praxis assessments Features descriptions of classroom management methods used by elementary, middle, and high school teachers in various regions and communities Provides new and unique stories and case studies of real-world classroom situations Offers end-of-chapter summaries and questions, supplemental activities, further reading suggestions, and complete references Includes new tables, charts, and figures that make information more accessible to different types of learners Classroom Management: Creating a Successful K-12 Learning Community, Seventh Edition is an ideal text for college professors, teachers in training, and K-12 educators, as well as school administrators and general readers involved in education.
Publisher: John Wiley & Sons
ISBN: 1119639980
Category : Education
Languages : en
Pages : 290
Book Description
ENABLES K-12 EDUCATORS TO CREATE SUCCESSFUL LEARNING COMMUNITIES — THE FULLY UPDATED NEW EDITION Effective classroom management plans are essential for creating environments that foster appropriate social interactions and engaged learning for students in K-12 settings. New and early-career teachers often face difficulties addressing student discipline, upholding classroom rules and procedures, and establishing positive teacher-student relationships. The seventh edition of Classroom Management is the leading resource for helping educators prevent student misbehavior, respond to challenging situations, and involve their students in building positive classroom communities. This popular textbook covers every vital aspect of classroom management, from planning for the school year and conducting instruction, to managing diverse classrooms and collaborating with colleagues and families. Fully revised to reflect recent changes in K-12 education and address the needs of today's educators, this edition features new and updated methods for fostering positive student behavior, insights on the root causes of misbehavior, strategies for helping students set high expectations, and much more. Written by a respected expert in teaching methods, classroom management, and instructional leadership, this valuable teacher's reference: Covers contemporary topics, methods, and discipline models in classroom management Reflects current InTASC Model Core Teaching Standards and Praxis assessments Features descriptions of classroom management methods used by elementary, middle, and high school teachers in various regions and communities Provides new and unique stories and case studies of real-world classroom situations Offers end-of-chapter summaries and questions, supplemental activities, further reading suggestions, and complete references Includes new tables, charts, and figures that make information more accessible to different types of learners Classroom Management: Creating a Successful K-12 Learning Community, Seventh Edition is an ideal text for college professors, teachers in training, and K-12 educators, as well as school administrators and general readers involved in education.
PMP: Project Management Professional Study Guide
Author: Kim Heldman
Publisher: John Wiley & Sons
ISBN: 0782151248
Category : Computers
Languages : en
Pages : 542
Book Description
Whether you're a current project manager seeking to validate the skills and knowledge acquired through years of practical experience or a newcomer to the PM field looking to strengthen your resume, the PMP® certification from the Project Management Institute (PMI®) provides you with the means to do so. This updated edition of the best-selling PMP®: Project Management Professional Study Guide was developed to help you prepare for this challenging exam, and includes additional study tools designed to reinforce understanding of critical subject areas. Key Topics Include: Project Initiation. Determining project goals, identifying constraints and assumptions, defining strategies, producing documentation. Project Planning. Refining a project, creating a WBS, developing a resource management plan, establishing controls, obtaining approval. Project Execution. Committing and implementing resources, managing and communicating progress, implementing quality assurance procedures. Project Control. Measuring Performance, taking corrective action, ensuring compliance, reassessing control plans, responding to risk event triggers. Project Closing. Documenting lessons learned, facilitating closure, preserving records and tools, releasing resources. Professional Responsibility. Ensuring integrity, contributing to knowledge base, balancing stakeholder interests, respecting differences. Note:CD-ROM/DVD and other supplementary materials are not included as part of eBook file. (PMI, PMP and Project Management Professional are registered marks of the Project Management Institute, Inc.)
Publisher: John Wiley & Sons
ISBN: 0782151248
Category : Computers
Languages : en
Pages : 542
Book Description
Whether you're a current project manager seeking to validate the skills and knowledge acquired through years of practical experience or a newcomer to the PM field looking to strengthen your resume, the PMP® certification from the Project Management Institute (PMI®) provides you with the means to do so. This updated edition of the best-selling PMP®: Project Management Professional Study Guide was developed to help you prepare for this challenging exam, and includes additional study tools designed to reinforce understanding of critical subject areas. Key Topics Include: Project Initiation. Determining project goals, identifying constraints and assumptions, defining strategies, producing documentation. Project Planning. Refining a project, creating a WBS, developing a resource management plan, establishing controls, obtaining approval. Project Execution. Committing and implementing resources, managing and communicating progress, implementing quality assurance procedures. Project Control. Measuring Performance, taking corrective action, ensuring compliance, reassessing control plans, responding to risk event triggers. Project Closing. Documenting lessons learned, facilitating closure, preserving records and tools, releasing resources. Professional Responsibility. Ensuring integrity, contributing to knowledge base, balancing stakeholder interests, respecting differences. Note:CD-ROM/DVD and other supplementary materials are not included as part of eBook file. (PMI, PMP and Project Management Professional are registered marks of the Project Management Institute, Inc.)
Mastering Reinforcement Learning with Python
Author: Enes Bilgin
Publisher: Packt Publishing Ltd
ISBN: 1838648496
Category : Computers
Languages : en
Pages : 544
Book Description
Get hands-on experience in creating state-of-the-art reinforcement learning agents using TensorFlow and RLlib to solve complex real-world business and industry problems with the help of expert tips and best practices Key FeaturesUnderstand how large-scale state-of-the-art RL algorithms and approaches workApply RL to solve complex problems in marketing, robotics, supply chain, finance, cybersecurity, and moreExplore tips and best practices from experts that will enable you to overcome real-world RL challengesBook Description Reinforcement learning (RL) is a field of artificial intelligence (AI) used for creating self-learning autonomous agents. Building on a strong theoretical foundation, this book takes a practical approach and uses examples inspired by real-world industry problems to teach you about state-of-the-art RL. Starting with bandit problems, Markov decision processes, and dynamic programming, the book provides an in-depth review of the classical RL techniques, such as Monte Carlo methods and temporal-difference learning. After that, you will learn about deep Q-learning, policy gradient algorithms, actor-critic methods, model-based methods, and multi-agent reinforcement learning. Then, you'll be introduced to some of the key approaches behind the most successful RL implementations, such as domain randomization and curiosity-driven learning. As you advance, you’ll explore many novel algorithms with advanced implementations using modern Python libraries such as TensorFlow and Ray’s RLlib package. You’ll also find out how to implement RL in areas such as robotics, supply chain management, marketing, finance, smart cities, and cybersecurity while assessing the trade-offs between different approaches and avoiding common pitfalls. By the end of this book, you’ll have mastered how to train and deploy your own RL agents for solving RL problems. What you will learnModel and solve complex sequential decision-making problems using RLDevelop a solid understanding of how state-of-the-art RL methods workUse Python and TensorFlow to code RL algorithms from scratchParallelize and scale up your RL implementations using Ray's RLlib packageGet in-depth knowledge of a wide variety of RL topicsUnderstand the trade-offs between different RL approachesDiscover and address the challenges of implementing RL in the real worldWho this book is for This book is for expert machine learning practitioners and researchers looking to focus on hands-on reinforcement learning with Python by implementing advanced deep reinforcement learning concepts in real-world projects. Reinforcement learning experts who want to advance their knowledge to tackle large-scale and complex sequential decision-making problems will also find this book useful. Working knowledge of Python programming and deep learning along with prior experience in reinforcement learning is required.
Publisher: Packt Publishing Ltd
ISBN: 1838648496
Category : Computers
Languages : en
Pages : 544
Book Description
Get hands-on experience in creating state-of-the-art reinforcement learning agents using TensorFlow and RLlib to solve complex real-world business and industry problems with the help of expert tips and best practices Key FeaturesUnderstand how large-scale state-of-the-art RL algorithms and approaches workApply RL to solve complex problems in marketing, robotics, supply chain, finance, cybersecurity, and moreExplore tips and best practices from experts that will enable you to overcome real-world RL challengesBook Description Reinforcement learning (RL) is a field of artificial intelligence (AI) used for creating self-learning autonomous agents. Building on a strong theoretical foundation, this book takes a practical approach and uses examples inspired by real-world industry problems to teach you about state-of-the-art RL. Starting with bandit problems, Markov decision processes, and dynamic programming, the book provides an in-depth review of the classical RL techniques, such as Monte Carlo methods and temporal-difference learning. After that, you will learn about deep Q-learning, policy gradient algorithms, actor-critic methods, model-based methods, and multi-agent reinforcement learning. Then, you'll be introduced to some of the key approaches behind the most successful RL implementations, such as domain randomization and curiosity-driven learning. As you advance, you’ll explore many novel algorithms with advanced implementations using modern Python libraries such as TensorFlow and Ray’s RLlib package. You’ll also find out how to implement RL in areas such as robotics, supply chain management, marketing, finance, smart cities, and cybersecurity while assessing the trade-offs between different approaches and avoiding common pitfalls. By the end of this book, you’ll have mastered how to train and deploy your own RL agents for solving RL problems. What you will learnModel and solve complex sequential decision-making problems using RLDevelop a solid understanding of how state-of-the-art RL methods workUse Python and TensorFlow to code RL algorithms from scratchParallelize and scale up your RL implementations using Ray's RLlib packageGet in-depth knowledge of a wide variety of RL topicsUnderstand the trade-offs between different RL approachesDiscover and address the challenges of implementing RL in the real worldWho this book is for This book is for expert machine learning practitioners and researchers looking to focus on hands-on reinforcement learning with Python by implementing advanced deep reinforcement learning concepts in real-world projects. Reinforcement learning experts who want to advance their knowledge to tackle large-scale and complex sequential decision-making problems will also find this book useful. Working knowledge of Python programming and deep learning along with prior experience in reinforcement learning is required.