Machine Learning On Commodity Tiny Devices
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Machine Learning On Commodity Tiny Devices
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Author : Song Guo
language : en
Publisher: CRC Press
Release Date : 2022-12-13
Machine Learning On Commodity Tiny Devices written by Song Guo and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-12-13 with Computers categories.
This book aims at the tiny machine learning (TinyML) software and hardware synergy for edge intelligence applications. This book presents on-device learning techniques covering model-level neural network design, algorithm-level training optimization and hardware-level instruction acceleration. Analyzing the limitations of conventional in-cloud computing would reveal that on-device learning is a promising research direction to meet the requirements of edge intelligence applications. As to the cutting-edge research of TinyML, implementing a high-efficiency learning framework and enabling system-level acceleration is one of the most fundamental issues. This book presents a comprehensive discussion of the latest research progress and provides system-level insights on designing TinyML frameworks, including neural network design, training algorithm optimization and domain-specific hardware acceleration. It identifies the main challenges when deploying TinyML tasks in the real world and guides the researchers to deploy a reliable learning system. This book will be of interest to students and scholars in the field of edge intelligence, especially to those with sufficient professional Edge AI skills. It will also be an excellent guide for researchers to implement high-performance TinyML systems.
18th International Conference On Soft Computing Models In Industrial And Environmental Applications Soco 2023
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Author : Pablo García Bringas
language : en
Publisher: Springer Nature
Release Date : 2023-08-30
18th International Conference On Soft Computing Models In Industrial And Environmental Applications Soco 2023 written by Pablo García Bringas and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-08-30 with Computers categories.
This book of Advances in Intelligent and Soft Computing contains accepted papers presented at SOCO 2023 conference held in the beautiful and historic city of Salamanca (Spain) in September 2023. Soft computing represents a collection or set of computational techniques in machine learning, computer science, and some engineering disciplines, which investigate, simulate, and analyze very complex issues and phenomena. After a through peer-review process, the 18th SOCO 2023 International Program Committee selected 61 papers which are published in these conference proceedings and represents an acceptance rate of 60%. In this relevant edition, a particular emphasis was put on the organization of special sessions. Seven special sessions were organized related to relevant topics such as: Time Series Forecasting in Industrial and Environmental Applications, Technological Foundations and Advanced Applications of Drone Systems, Soft Computing Methods in Manufacturing and Management Systems, Efficiency and Explainability in Machine Learning and Soft Computing, Machine Learning and Computer Vision in Industry 4.0, Genetic and Evolutionary Computation in Real World and Industry, and Soft Computing and Hard Computing for a Data Science Process Model. The selection of papers was extremely rigorous to maintain the high quality of the conference. We want to thank the members of the Program Committees for their hard work during the reviewing process. This is a crucial process for creating a high-standard conference; the SOCO conference would not exist without their help.
Tinyml For Edge Intelligence In Iot And Lpwan Networks
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Author : Bharat S Chaudhari
language : en
Publisher: Elsevier
Release Date : 2024-05-29
Tinyml For Edge Intelligence In Iot And Lpwan Networks written by Bharat S Chaudhari and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-05-29 with Computers categories.
Recently, Tiny Machine Learning (TinyML) has gained incredible importance due to its capabilities of creating lightweight machine learning (ML) frameworks aiming at low latency, lower energy consumption, lower bandwidth requirement, improved data security and privacy, and other performance necessities. As billions of battery-operated embedded IoT and low power wide area networks (LPWAN) nodes with very low on-board memory and computational capabilities are getting connected to the Internet each year, there is a critical need to have a special computational framework like TinyML. TinyML for Edge Intelligence in IoT and LPWAN Networks presents the evolution, developments, and advances in TinyML as applied to IoT and LPWANs. It starts by providing the foundations of IoT/LPWANs, low power embedded systems and hardware, the role of artificial intelligence and machine learning in communication networks in general and cloud/edge intelligence. It then presents the concepts, methods, algorithms and tools of TinyML. Practical applications of the use of TinyML are given from health and industrial fields which provide practical guidance on the design of applications and the selection of appropriate technologies. TinyML for Edge Intelligence in IoT and LPWAN Networks is highly suitable for academic researchers and professional system engineers, architects, designers, testers, deployment engineers seeking to design ultra-lower power and time-critical applications. It would also help in designing the networks for emerging and future applications for resource-constrained nodes. - This book provides one-stop solutions for emerging TinyML for IoT and LPWAN applications. - The principles and methods of TinyML are explained, with a focus on how it can be used for IoT, LPWANs, and 5G applications. - Applications from the healthcare and industrial sectors are presented. - Guidance on the design of applications and the selection of appropriate technologies is provided.
Proceedings Of Sie 2024
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Author : Maurizio Valle
language : en
Publisher: Springer Nature
Release Date : 2025-01-02
Proceedings Of Sie 2024 written by Maurizio Valle and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-01-02 with Technology & Engineering categories.
This book showcases the state of the art in the field of electronics, as presented by researchers and engineers at the 55th Annual Meeting of the Italian Electronics Society (SIE), held in Genoa, Italy, on June 26–28, 2024. It covers a broad range of aspects, including: integrated circuits and systems, micro- and nano-electronic devices, microwave electronics, sensors and microsystems, optoelectronics and photonics, power electronics, electronic systems and applications.
Soft Computing In Smart Manufacturing And Materials
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Author : Sudan Jha
language : en
Publisher: Elsevier
Release Date : 2025-01-20
Soft Computing In Smart Manufacturing And Materials written by Sudan Jha and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-01-20 with Computers categories.
Soft Computing in Smart Manufacturing and Materials explains the role of soft computing in the manufacturing industries. It presents the techniques, concepts and design principles behind smart soft computing, and describes how they can be applied in the development and manufacture of smart materials. It provides perspectives for design and commissioning of intelligent applications, including in health care, agriculture, and production assembly, and reviews the latest intelligent technologies and algorithms related to the methodologies of monitoring and mitigation of sustainable engineering. - Introduces soft computing techniques for the creation of sustainable solutions for smart materials and manufacturing - Offers perspectives for design, development, and commissioning of intelligent applications - Reviews the latest intelligent technologies and algorithms related to monitoring and mitigation of sustainable engineering - Discusses the implementation of soft computing in the various areas of engineering materials - Looks at future sustainable and intelligent monitoring techniques that will benefit manufacturing
Putting Expert Systems Into Practice
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Author : Robert G. Bowerman
language : en
Publisher: Van Nostrand Reinhold Company
Release Date : 1988
Putting Expert Systems Into Practice written by Robert G. Bowerman and has been published by Van Nostrand Reinhold Company this book supported file pdf, txt, epub, kindle and other format this book has been release on 1988 with Computers categories.
This book discusses strategies and tactics for creating robust production applications. It addresses those general principles for success that will not become outdated as new products are released and application areas expand. Strategies and guidelines are emphasized rather than extensive documentation of existing implementations. The discussion includes a broad analysis of leading and emergent shell tools, tool sets, environments, and symbolic programming languages within the context of examining generic expert system development tool features.
Tiny Machine Learning Techniques For Constrained Devices
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Author : Khalid El-Makkaoui
language : en
Publisher: CRC Press
Release Date : 2026-02-05
Tiny Machine Learning Techniques For Constrained Devices written by Khalid El-Makkaoui and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2026-02-05 with Computers categories.
Tiny Machine Learning Techniques for Constrained Devices explores the cutting-edge field of Tiny Machine Learning (TinyML), enabling intelligent machine learning on highly resource-limited devices such as microcontrollers and edge Internet of Things (IoT) nodes. This book provides a comprehensive guide to designing, optimizing, securing, and applying TinyML models in real-world constrained environments. This book offers thorough coverage of key topics, including: Foundations and Optimization of TinyML: Covers microcontroller-centric power optimization, core principles, and algorithms essential for deploying efficient machine learning models on embedded systems with strict resource constraints. Applications of TinyML in Healthcare and IoT: Presents innovative use cases such as compact artificial intelligence (AI) solutions for healthcare challenges, real-time detection systems, and integration with low-power IoT and low-power wide-area network (LPWAN) technologies. Security and Privacy in TinyML: Addresses the unique challenges of securing TinyML deployments, including privacy-preserving techniques, blockchain integration for secure IoT applications, and methods for protecting resource-constrained devices. Emerging Trends and Future Directions: Explores the evolving landscape of TinyML research, highlighting new applications, adaptive frameworks, and promising avenues for future investigation. Practical Implementation and Case Studies: Offers hands-on insights and real-world examples demonstrating TinyML in action across diverse scenarios, providing guidance for engineers, researchers, and students. This book is an essential resource for embedded system designers, AI practitioners, cybersecurity professionals, and academics who want to harness the power of TinyML for smarter, more efficient, and secure edge intelligence solutions.
Wallaces Farmer
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Author :
language : en
Publisher:
Release Date : 2021-12
Wallaces Farmer written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-12 with Agriculture categories.
Dissertation Abstracts International
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Author :
language : en
Publisher:
Release Date : 2009
Dissertation Abstracts International written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2009 with Dissertations, Academic categories.
Far East Trade And Engineering
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Author :
language : en
Publisher:
Release Date : 1960
Far East Trade And Engineering written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1960 with East Asia categories.