Ai At The Edge

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Ai At The Edge
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Author : Daniel Situnayake
language : en
Publisher: "O'Reilly Media, Inc."
Release Date : 2023-01-10
Ai At The Edge written by Daniel Situnayake and has been published by "O'Reilly Media, Inc." this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-01-10 with Computers categories.
Edge AI is transforming the way computers interact with the real world, allowing IoT devices to make decisions using the 99% of sensor data that was previously discarded due to cost, bandwidth, or power limitations. With techniques like embedded machine learning, developers can capture human intuition and deploy it to any target--from ultra-low power microcontrollers to embedded Linux devices. This practical guide gives engineering professionals, including product managers and technology leaders, an end-to-end framework for solving real-world industrial, commercial, and scientific problems with edge AI. You'll explore every stage of the process, from data collection to model optimization to tuning and testing, as you learn how to design and support edge AI and embedded ML products. Edge AI is destined to become a standard tool for systems engineers. This high-level road map helps you get started. Develop your expertise in AI and ML for edge devices Understand which projects are best solved with edge AI Explore key design patterns for edge AI apps Learn an iterative workflow for developing AI systems Build a team with the skills to solve real-world problems Follow a responsible AI process to create effective products
Edge Ai
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Author : Xiaofei Wang
language : en
Publisher: Springer Nature
Release Date : 2020-08-31
Edge Ai written by Xiaofei Wang and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-08-31 with Computers categories.
As an important enabler for changing people’s lives, advances in artificial intelligence (AI)-based applications and services are on the rise, despite being hindered by efficiency and latency issues. By focusing on deep learning as the most representative technique of AI, this book provides a comprehensive overview of how AI services are being applied to the network edge near the data sources, and demonstrates how AI and edge computing can be mutually beneficial. To do so, it introduces and discusses: 1) edge intelligence and intelligent edge; and 2) their implementation methods and enabling technologies, namely AI training and inference in the customized edge computing framework. Gathering essential information previously scattered across the communication, networking, and AI areas, the book can help readers to understand the connections between key enabling technologies, e.g. a) AI applications in edge; b) AI inference in edge; c) AI training for edge; d) edge computing for AI; and e) using AI to optimize edge. After identifying these five aspects, which are essential for the fusion of edge computing and AI, it discusses current challenges and outlines future trends in achieving more pervasive and fine-grained intelligence with the aid of edge computing.
Ai On The Edge With Security
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Author : Naresh Kumar Sehgal
language : en
Publisher: Springer Nature
Release Date : 2024-12-24
Ai On The Edge With Security written by Naresh Kumar Sehgal and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-12-24 with Computers categories.
This book provides readers with an overview of the next generation of Cloud computing with AI, evolving to minimize latency and address privacy/security concerns of many customers. This book will highlight the associated problems and propose new solutions for performing AI and ML at the edge of computing networks.
Edge Of Intelligence
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Author : Shubham Mahajan
language : en
Publisher: John Wiley & Sons
Release Date : 2025-03-12
Edge Of Intelligence written by Shubham Mahajan and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-03-12 with Computers categories.
The book offers cutting-edge insights and practical applications for Edge AI, making it essential for anyone looking to stay ahead in the rapidly evolving landscape of artificial intelligence and Edge computing. Edge of Intelligence: Exploring the Frontiers of AI at the Edge examines the transformative potential of edge AI, showcasing how artificial intelligence is being seamlessly integrated with Edge computing to revolutionize various industries. This book offers a comprehensive overview of the latest research, trends, and practical applications of Edge AI, providing readers with valuable insights into how this cutting-edge technology is enhancing efficiency, reducing latency, and enabling real-time decision-making. From optimizing vehicular networks in the era of 6G to the innovative use of AI in crop monitoring and educational technology, this book covers a broad spectrum of topics, making it an essential read for anyone interested in the future of AI and Edge computing. Featuring contributions from leading experts and researchers, Edge of Intelligence highlights real-world examples and case studies that demonstrate the practical implementation of edge AI in diverse sectors such as smart cities, recruitment, and nano-process optimization. The book also addresses critical issues related to privacy, security, and the fusion of blockchain with edge computing, providing a holistic view of the challenges and opportunities in this rapidly evolving field. Audience Engineers, data scientists, IT professionals, researchers, and academics in the fields of artificial intelligence, computer science, and telecommunications, as well as industry professionals in sectors such as the automotive, agriculture, education, and urban planning industries.
Applied Edge Ai
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Author : Pethuru Raj
language : en
Publisher: CRC Press
Release Date : 2022-04-05
Applied Edge Ai written by Pethuru Raj and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-04-05 with Computers categories.
The strategically sound combination of edge computing and artificial intelligence (AI) results in a series of distinct innovations and disruptions enabling worldwide enterprises to visualize and realize next-generation software products, solutions and services. Businesses, individuals, and innovators are all set to embrace and experience the sophisticated capabilities of Edge AI. With the faster maturity and stability of Edge AI technologies and tools, the world is destined to have a dazzling array of edge-native, people-centric, event-driven, real-time, service-oriented, process-aware, and insights-filled services. Further on, business workloads and IT services will become competent and cognitive with state-of-the-art Edge AI infrastructure modules, AI algorithms and models, enabling frameworks, integrated platforms, accelerators, high-performance processors, etc. The Edge AI paradigm will help enterprises evolve into real-time and intelligent digital organizations. Applied Edge AI: Concepts, Platforms, and Industry Use Cases focuses on the technologies, processes, systems, and applications that are driving this evolution. It examines the implementation technologies; the products, processes, platforms, patterns, and practices; and use cases. AI-enabled chips are exclusively used in edge devices to accelerate intelligent processing at the edge. This book examines AI toolkits and platforms for facilitating edge intelligence. It also covers chips, algorithms, and tools to implement Edge AI, as well as use cases. FEATURES The opportunities and benefits of intelligent edge computing Edge architecture and infrastructure AI-enhanced analytics in an edge environment Encryption for securing information An Edge AI system programmed with Tiny Machine learning algorithms for decision making An improved edge paradigm for addressing the big data movement in IoT implementations by integrating AI and caching to the edge Ambient intelligence in healthcare services and in development of consumer electronic systems Smart manufacturing of unmanned aerial vehicles (UAVs) AI, edge computing, and blockchain in systems for environmental protection Case studies presenting the potential of leveraging AI in 5G wireless communication
Artificial Intelligence And Machine Learning For Edge Computing
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Author : Rajiv Pandey
language : en
Publisher: Academic Press
Release Date : 2022-04-26
Artificial Intelligence And Machine Learning For Edge Computing written by Rajiv Pandey and has been published by Academic Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-04-26 with Science categories.
Artificial Intelligence and Machine Learning for Predictive and Analytical Rendering in Edge Computing focuses on the role of AI and machine learning as it impacts and works alongside Edge Computing. Sections cover the growing number of devices and applications in diversified domains of industry, including gaming, speech recognition, medical diagnostics, robotics and computer vision and how they are being driven by Big Data, Artificial Intelligence, Machine Learning and distributed computing, may it be Cloud Computing or the evolving Fog and Edge Computing paradigms. Challenges covered include remote storage and computing, bandwidth overload due to transportation of data from End nodes to Cloud leading in latency issues, security issues in transporting sensitive medical and financial information across larger gaps in points of data generation and computing, as well as design features of Edge nodes to store and run AI/ML algorithms for effective rendering. - Provides a reference handbook on the evolution of distributed systems, including Cloud, Fog and Edge Computing - Integrates the various Artificial Intelligence and Machine Learning techniques for effective predictions at Edge rather than Cloud or remote Data Centers - Provides insight into the features and constraints in Edge Computing and storage, including hardware constraints and the technological/architectural developments that shall overcome those constraints
Ai At The Edge
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Author : Daniel Situnayake
language : en
Publisher: O'Reilly Media
Release Date : 2023-01-31
Ai At The Edge written by Daniel Situnayake and has been published by O'Reilly Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-01-31 with categories.
Edge artificial intelligence is transforming the way computers interact with the real world, allowing internet of things (IoT) devices to make decisions using the 99% of sensor data that was previously discarded due to cost, bandwidth, or power limitations. With techniques like embedded machine learning, developers can capture human intuition and deploy it to any target--from ultra-low power microcontrollers to flexible embedded Linux devices--for applications that reduce latency, protect privacy, and work without a network connection, greatly expanding the capabilities of the IoT. This practical guide gives engineering professionals and product managers an end-to-end framework for solving real-world industrial, commercial, and scientific problems with edge AI. You'll explore every stage of the process, from data collection to model optimization to tuning and testing, as you learn how to design and support edge AI and embedded ML products. Edge AI is destined to become a standard tool for systems engineers. This high-level roadmap will help you get started. Develop your expertise in artificial intelligence and machine learning on edge devices Understand which projects are best solved with edge AI Explore typical design patterns used with edge AI apps Use an iterative workflow to develop an edge AI application Optimize models for deployment to embedded devices Improve model performance based on feedback from real-world use
The Ai Edge
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Author : Lucas Jennings
language : en
Publisher: eBookIt.com
Release Date : 2024-10-16
The Ai Edge written by Lucas Jennings and has been published by eBookIt.com this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-10-16 with Business & Economics categories.
Gain the Ultimate Advantage in Today's Competitive Business World Step into a future where artificial intelligence (AI) isn't just a technological buzzword, but a powerful tool driving unprecedented profits and innovations in the business realm. This book offers a comprehensive roadmap for harnessing AI to elevate your business operations, making it a must-read for forward-thinking entrepreneurs and business leaders. The AI Edge: Unlocking Profits with Artificial Intelligence opens the door to a world of possibilities, demystifying the complexities of AI and breaking down its transformative impact across industries. Discover how AI is reshaping markets and learn from real-world examples of companies that have leveraged AI for market dominance. Get ready to delve into the nuances of building and implementing an effective AI strategy tailored to your business needs. From streamlining operations and enhancing customer experiences to cutting-edge applications in marketing, sales, finance, and more, this book offers a step-by-step guide to integrating AI seamlessly into your organization. But it doesn't stop at strategy and implementation. This comprehensive guide addresses ethical considerations, data management, cybersecurity, and the importance of measuring ROI to ensure sustainable success. The AI Edge empowers you to stay ahead of emerging trends and overcome the challenges of AI adoption, preparing you for a future where AI becomes an integral part of your business ecosystem. Whether you're just beginning to explore AI's potential or looking to refine your existing strategies, The AI Edge: Unlocking Profits with Artificial Intelligence is your essential companion. Embrace the power of AI and transform your business into an industry leader today.
The Ai Edge
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Author : Jeb Blount
language : en
Publisher: John Wiley & Sons
Release Date : 2024-09-11
The Ai Edge written by Jeb Blount and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-09-11 with Business & Economics categories.
Upgrade your sales process by plugging into the new power of artificial intelligence In today's cutthroat sales world, where sales professionals are constantly juggling multiple responsibilities and navigating a sea of relentless competitors, everyone is looking for an edge. What if that EDGE is found in a tool powerful enough to give you more time in your sales day, accelerate your productivity, and still leave room for the human touch that's vital to building relationships? Enter the game-changing world of Artificial Intelligence. Enter The AI Edge. The AI Edge isn't just another book about technology. Anthony Iannarino and Jeb Blount, the world's most prolific sales book authors and trainers, have come together to transform how you navigate the sales process by helping you plug into artificial intelligence. This groundbreaking, hands-on guide marries their unparalleled sales strategies, used by millions of salespeople, with the transformative power of AI. Drawing from cutting-edge research and real-world applications, the authors demystify AI and demonstrate its potential to give you more time to leverage your human advantage—creativity, empathy, and authenticity—to build deeper relationships and winning solutions that give you a leg up over the competition. Inside you'll find: Expert Guidance: Benefit from the combined wisdom of Blount and Iannarino, two giants in the sales realm, as they lay out the roadmap to plugging into an AI-augmented sales strategy Streamlined Processes & Empowered Engagement: Discover AI's role in automating repetitive tasks, freeing you to fully lean into the uniquely human side of sales: cultivating relationships, unleashing creativity, and offering unparalleled authenticity Sales Prompt Engineering: Get hands-on with tailored prompts that allow you to tap into generative AI and get better results in less time Powerful Messaging: Learn how AI, used effectively, can help you develop and go to market with powerful messaging and presentations that connect with stakeholder needs and separate you from the crowded field Intelligent Insights: Grasp how AI can be leveraged to surface insights that give you instant authority, grab stakeholder attention, and lead to richer, more productive sales conversations Research: Leverage the power of AI to build target prospecting lists that open pipeline opportunities while reducing cold calling and rejection Navigating the world of AI might seem daunting, but with Iannarino and Blount at the helm, it's a journey of empowerment, innovation, and profound human connection. Embrace a future where technology and humanity come together and carve out your own AI Edge in sales.
Ai At The Edge
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Author : Daniel Situnayake
language : en
Publisher:
Release Date : 2024
Ai At The Edge written by Daniel Situnayake and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024 with Embedded computer systems categories.