Practical Simulations for Machine Learning

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Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1492089893
Total Pages : 334 pages
Book Rating : 4.4/5 (92 download)

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Book Synopsis Practical Simulations for Machine Learning by : Paris Buttfield-Addison

Download or read book Practical Simulations for Machine Learning written by Paris Buttfield-Addison and published by "O'Reilly Media, Inc.". This book was released on 2022-06-07 with total page 334 pages. Available in PDF, EPUB and Kindle. Book excerpt: Simulation and synthesis are core parts of the future of AI and machine learning. Consider: programmers, data scientists, and machine learning engineers can create the brain of a self-driving car without the car. Rather than use information from the real world, you can synthesize artificial data using simulations to train traditional machine learning models.That’s just the beginning. With this practical book, you’ll explore the possibilities of simulation- and synthesis-based machine learning and AI, concentrating on deep reinforcement learning and imitation learning techniques. AI and ML are increasingly data driven, and simulations are a powerful, engaging way to unlock their full potential. You'll learn how to: Design an approach for solving ML and AI problems using simulations with the Unity engine Use a game engine to synthesize images for use as training data Create simulation environments designed for training deep reinforcement learning and imitation learning models Use and apply efficient general-purpose algorithms for simulation-based ML, such as proximal policy optimization Train a variety of ML models using different approaches Enable ML tools to work with industry-standard game development tools, using PyTorch, and the Unity ML-Agents and Perception Toolkits

Artificial Intelligence, Simulation, and Modeling

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Publisher :
ISBN 13 :
Total Pages : 586 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Artificial Intelligence, Simulation, and Modeling by : Lawrence E. Widman

Download or read book Artificial Intelligence, Simulation, and Modeling written by Lawrence E. Widman and published by . This book was released on 1989-09-06 with total page 586 pages. Available in PDF, EPUB and Kindle. Book excerpt: This interdisciplinary approach to computer modeling addresses both traditional simulationists seeking the greater representational flexibility and ease of use that AI techniques offer, and computer scientists seeking the greater power and realism that rigorous simulation techniques can provide. First section reveals the theoretical underpinnings of AI and simulation. Second section describes application of simulation techniques to current problems in AI research. Third section discusses application of AI methods to simulation.

Artificial Intelligence and Simulation

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Author :
Publisher : Springer
ISBN 13 : 3540305831
Total Pages : 725 pages
Book Rating : 4.5/5 (43 download)

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Book Synopsis Artificial Intelligence and Simulation by : Tag G. Kim

Download or read book Artificial Intelligence and Simulation written by Tag G. Kim and published by Springer. This book was released on 2005-02-07 with total page 725 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed post-proceedings of the 13th International Conference on AI, Simulation, and Planning in High Autonomy Systems, AIS 2004, held in Jeju Island, Korea in October 2004. The 74 revised full papers presented together with 2 invited keynote papers were carefully reviewed and selected from 170 submissions; after the conference, the papers went through another round of revision. The papers are organized in topical sections on modeling and simulation methodologies, intelligent control, computer and network security, HLA and simulator interoperation, manufacturing, agent-based modeling, DEVS modeling and simulation, parallel and distributed modeling and simulation, mobile computer networks, Web-based simulation and natural systems, modeling and simulation environments, AI and simulation, component-based modeling, watermarking and semantics, graphics, visualization and animation, and business modeling.

Simulation and Modeling: Current Technologies and Applications

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Publisher : IGI Global
ISBN 13 : 1599042002
Total Pages : 466 pages
Book Rating : 4.5/5 (99 download)

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Book Synopsis Simulation and Modeling: Current Technologies and Applications by : El Sheikh, Asim

Download or read book Simulation and Modeling: Current Technologies and Applications written by El Sheikh, Asim and published by IGI Global. This book was released on 2007-08-31 with total page 466 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This book offers insight into the computer science aspect of simulation and modeling while integrating the business practices of SM. It includes current issues related to simulation, such as: Web-based simulation, virtual reality, augmented reality, and artificial intelligence, combining different methods, views, theories, and applications of simulations in one volume"--Provided by publisher.

Artificial Intelligence for Computational Modeling of the Heart

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Publisher : Academic Press
ISBN 13 : 012817594X
Total Pages : 274 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Artificial Intelligence for Computational Modeling of the Heart by : Tommaso Mansi

Download or read book Artificial Intelligence for Computational Modeling of the Heart written by Tommaso Mansi and published by Academic Press. This book was released on 2019-12 with total page 274 pages. Available in PDF, EPUB and Kindle. Book excerpt: Artificial Intelligence for Computational Modeling of the Heart presents recent research developments towards streamlined and automatic estimation of the digital twin of a patient's heart by combining computational modeling of heart physiology and artificial intelligence. The book first introduces the major aspects of multi-scale modeling of the heart, along with the compromises needed to achieve subject-specific simulations. Reader will then learn how AI technologies can unlock robust estimations of cardiac anatomy, obtain meta-models for real-time biophysical computations, and estimate model parameters from routine clinical data. Concepts are all illustrated through concrete clinical applications. Presents recent advances in computational modeling of heart function and artificial intelligence technologies for subject-specific applications Discusses AI-based technologies for robust anatomical modeling from medical images, data-driven reduction of multi-scale cardiac models, and estimations of physiological parameters from clinical data Illustrates the technology through concrete clinical applications and discusses potential impacts and next steps needed for clinical translation

Artificial Intelligence and Simulation

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Publisher :
ISBN 13 :
Total Pages : 92 pages
Book Rating : 4.:/5 (89 download)

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Book Synopsis Artificial Intelligence and Simulation by : Willard Holmes

Download or read book Artificial Intelligence and Simulation written by Willard Holmes and published by . This book was released on 1985 with total page 92 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Artificial Higher Order Neural Networks for Modeling and Simulation

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Author :
Publisher : IGI Global
ISBN 13 : 1466621761
Total Pages : 455 pages
Book Rating : 4.4/5 (666 download)

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Book Synopsis Artificial Higher Order Neural Networks for Modeling and Simulation by : Zhang, Ming

Download or read book Artificial Higher Order Neural Networks for Modeling and Simulation written by Zhang, Ming and published by IGI Global. This book was released on 2012-10-31 with total page 455 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This book introduces Higher Order Neural Networks (HONNs) to computer scientists and computer engineers as an open box neural networks tool when compared to traditional artificial neural networks"--Provided by publisher.

Smart Modeling and Simulation for Complex Systems

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Publisher : Springer
ISBN 13 : 443155209X
Total Pages : 147 pages
Book Rating : 4.4/5 (315 download)

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Book Synopsis Smart Modeling and Simulation for Complex Systems by : Quan Bai

Download or read book Smart Modeling and Simulation for Complex Systems written by Quan Bai and published by Springer. This book was released on 2015-01-10 with total page 147 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book aims to provide a description of these new Artificial Intelligence technologies and approaches to the modeling and simulation of complex systems, as well as an overview of the latest scientific efforts in this field such as the platforms and/or the software tools for smart modeling and simulating complex systems. These tasks are difficult to accomplish using traditional computational approaches due to the complex relationships of components and distributed features of resources, as well as the dynamic work environments. In order to effectively model the complex systems, intelligent technologies such as multi-agent systems and smart grids are employed to model and simulate the complex systems in the areas of ecosystem, social and economic organization, web-based grid service, transportation systems, power systems and evacuation systems.

Computational Modeling and Simulation of Intellect: Current State and Future Perspectives

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Author :
Publisher : IGI Global
ISBN 13 : 1609605527
Total Pages : 686 pages
Book Rating : 4.6/5 (96 download)

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Book Synopsis Computational Modeling and Simulation of Intellect: Current State and Future Perspectives by : Igelnik, Boris

Download or read book Computational Modeling and Simulation of Intellect: Current State and Future Perspectives written by Igelnik, Boris and published by IGI Global. This book was released on 2011-05-31 with total page 686 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This book confronts the problem of meaning by fusing together methods specific to different fields and exploring the computational efficiency and scalability of these methods"--Provided by publisher.

Qualitative Reasoning

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Publisher : MIT Press
ISBN 13 : 9780262111904
Total Pages : 464 pages
Book Rating : 4.1/5 (119 download)

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Book Synopsis Qualitative Reasoning by : Benjamin Kuipers

Download or read book Qualitative Reasoning written by Benjamin Kuipers and published by MIT Press. This book was released on 1994 with total page 464 pages. Available in PDF, EPUB and Kindle. Book excerpt: Qualitative models are better able than traditional models to express states of incomplete knowledge about continuous mechanisms. Qualitative simulation guarantees to find all possible behaviors consistent with the knowledge in the model. This expressive power and coverage is important in problem solving for diagnosis, design, monitoring, explanation, and other applications of artificial intelligence.

Discrete Event Modeling and Simulation Technologies

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Publisher : Springer Science & Business Media
ISBN 13 : 1475735545
Total Pages : 420 pages
Book Rating : 4.4/5 (757 download)

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Book Synopsis Discrete Event Modeling and Simulation Technologies by : Hessam S. Sarjoughian

Download or read book Discrete Event Modeling and Simulation Technologies written by Hessam S. Sarjoughian and published by Springer Science & Business Media. This book was released on 2013-03-09 with total page 420 pages. Available in PDF, EPUB and Kindle. Book excerpt: During the 1990s the computing industry has witnessed many advances in mobile and enterprise computing. Many of these advances have been made possible by developments in the areas such as modeling, simulation, and artificial intelligence. Within the different areas of enterprise computing - such as manufacturing, health organisation, and commerce - the need for a disciplined, multifaceted, and unified approach to modeling and simulation has become essential. This new book provides a forum for scientists, academics, and professionals to present their latest research findings from the various fields: artificial intelligence, collaborative/distributed computing, modeling, and simulation.

Artificial Intelligence and Simulation

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Author :
Publisher : Springer Science & Business Media
ISBN 13 : 354024476X
Total Pages : 725 pages
Book Rating : 4.5/5 (42 download)

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Book Synopsis Artificial Intelligence and Simulation by : Tag G. Kim

Download or read book Artificial Intelligence and Simulation written by Tag G. Kim and published by Springer Science & Business Media. This book was released on 2005-01-31 with total page 725 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed post-proceedings of the 13th International Conference on AI, Simulation, and Planning in High Autonomy Systems, AIS 2004, held in Jeju Island, Korea in October 2004. The 74 revised full papers presented together with 2 invited keynote papers were carefully reviewed and selected from 170 submissions; after the conference, the papers went through another round of revision. The papers are organized in topical sections on modeling and simulation methodologies, intelligent control, computer and network security, HLA and simulator interoperation, manufacturing, agent-based modeling, DEVS modeling and simulation, parallel and distributed modeling and simulation, mobile computer networks, Web-based simulation and natural systems, modeling and simulation environments, AI and simulation, component-based modeling, watermarking and semantics, graphics, visualization and animation, and business modeling.

Towards Intelligent Systems Modeling and Simulation

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Author :
Publisher : Springer Nature
ISBN 13 : 303079606X
Total Pages : 439 pages
Book Rating : 4.0/5 (37 download)

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Book Synopsis Towards Intelligent Systems Modeling and Simulation by : Samsul Ariffin Abdul Karim

Download or read book Towards Intelligent Systems Modeling and Simulation written by Samsul Ariffin Abdul Karim and published by Springer Nature. This book was released on 2021-09-17 with total page 439 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book creates the emergence of disruptive technologies that have led to a significant change in the role of mathematics and statistics for problem solving, with the use of sophisticated software and hardware in solving complex systems and process. In the era of digital technology, mathematics and statistics need to be highly relevant to be able to cater for the needs of IR4.0 such as big data analytics, simulation, autonomous system, and cloud computing. Motivated by this development, a total of 26 chapters are contributed by respectable experts for this book. The main scope of the book is to conduct a new system of modeling and simulations on solving differential equations, nonlinear equations, energy, epidemiology, and risk assessment. This book is of interest for postgraduate students, researchers as well as other scientists who are working in numerical modeling and simulations based on efficient mathematical and statistical techniques.

Modelling and Simulation Methodology in the Artificial Intelligence Era

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Author :
Publisher : North Holland
ISBN 13 :
Total Pages : 444 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Modelling and Simulation Methodology in the Artificial Intelligence Era by : Maurice S. Elzas

Download or read book Modelling and Simulation Methodology in the Artificial Intelligence Era written by Maurice S. Elzas and published by North Holland. This book was released on 1986 with total page 444 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Simulation, Modeling, and Programming for Autonomous Robots

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Author :
Publisher : Springer
ISBN 13 : 3319119001
Total Pages : 606 pages
Book Rating : 4.3/5 (191 download)

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Book Synopsis Simulation, Modeling, and Programming for Autonomous Robots by : Davide Brugali

Download or read book Simulation, Modeling, and Programming for Autonomous Robots written by Davide Brugali and published by Springer. This book was released on 2014-09-19 with total page 606 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 4th International Conference on Simulation, Modeling, and Programming for Autonomous Robots, SIMPAR 2014, held in Bergamo, Italy, in October 2014. The 49 revised full papers presented were carefully reviewed and selected from 62 submissions. The papers are organized in topical sections on simulation, modeling, programming, architectures, methods and tools, and systems and applications.

Simulation, Modeling, and Programming for Autonomous Robots

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Author :
Publisher : Springer
ISBN 13 : 3642343279
Total Pages : 425 pages
Book Rating : 4.6/5 (423 download)

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Book Synopsis Simulation, Modeling, and Programming for Autonomous Robots by : Itsuki Noda

Download or read book Simulation, Modeling, and Programming for Autonomous Robots written by Itsuki Noda and published by Springer. This book was released on 2012-10-20 with total page 425 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the Third International Conference on Simulation, Modeling, and Programming for Autonomous Robots, SIMPAR 2012, held in Tsukuba, Japan, in November 2012. The 33 revised full papers and presented together with 3 invited talks were carefully reviewed and selected from 46 submissions. Ten papers describe design of complex behaviors of autonomous robots, 9 address software layers, 8 papers refer to related modeling and learning. The papers are organized in topical sections on mobile robots, software modeling and architecture and humanoid and biped robots.

Modelling and Simulation for Autonomous Systems

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Author :
Publisher : Springer
ISBN 13 : 331947605X
Total Pages : 415 pages
Book Rating : 4.3/5 (194 download)

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Book Synopsis Modelling and Simulation for Autonomous Systems by : Jan Hodicky

Download or read book Modelling and Simulation for Autonomous Systems written by Jan Hodicky and published by Springer. This book was released on 2016-10-17 with total page 415 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed post-workshop proceedings of the Third International Workshop on Modelling and Simulation for Autonomous Systems, MESAS 2016, held in Rome, Italy, in June 2016. The 33 revised full papers included in the volume ware carefully reviewed and selected from 38 submissions. They are organized in the following topical sections: human machine integration and interfaces; autonomous systems and MS frameworks and architectures; autonomous systems principles and algorithms; unmanned aerial vehicles and remotely piloted aircraft systems; modelling and simulation application.