Jetson Platform Development Guide
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Jetson Platform Development Guide
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Author : Richard Johnson
language : en
Publisher: HiTeX Press
Release Date : 2025-06-09
Jetson Platform Development Guide written by Richard Johnson and has been published by HiTeX Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-06-09 with Computers categories.
"Jetson Platform Development Guide" The "Jetson Platform Development Guide" is the definitive technical manual for harnessing the full potential of NVIDIA Jetson embedded systems. Addressed to engineers, developers, and system architects, this guide navigates the comprehensive range of Jetson modules—including Nano, TX, Xavier, and Orin—delving deeply into their hardware architectures, performance profiles, and integration strategies. From system-on-module design and expansion interfaces to advanced carrier board considerations and foundational platform security, the book offers thorough insight into creating robust, scalable Jetson-based solutions. Beyond hardware, the guide expertly covers the entire software stack: from deploying and customizing Linux for Tegra (L4T) and JetPack SDK to mastering containerized workloads and CI/CD pipelines tailored for edge AI development. Readers are equipped with advanced CUDA programming techniques, memory and data locality optimizations, and best practices for harnessing hardware-accelerated deep learning. Step-by-step methodologies for deploying AI models, leveraging TensorRT, managing precision tuning, and utilizing DLA cores spotlight how to accelerate inference workflows for demanding vision and perception applications. Further enriching its value, the book addresses low-level device access, real-time processing, and embedded connectivity, providing actionable guidance on driver development, synchronization, and networking. Security and reliability are prioritized through sections on secure boot, encryption, OTA updates, and compliance. Detailed chapters on diagnostics, profiling, power management, and system hardening empower readers to maximize performance and ensure robust deployment. Real-world case studies and future-looking insights round out this essential reference, positioning it as a cornerstone resource for professionals building the next generation of AI-powered edge systems.
Nvidia Tao Toolkit And Deep Stream Sdk A Developer S Guide
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Author : Anand Vemula
language : en
Publisher: Anand Vemula
Release Date :
Nvidia Tao Toolkit And Deep Stream Sdk A Developer S Guide written by Anand Vemula and has been published by Anand Vemula this book supported file pdf, txt, epub, kindle and other format this book has been release on with Computers categories.
This book equips you with the skills to build and deploy custom vision AI applications for real-time video analysis. Whether you're a developer, researcher, or enthusiast, you'll gain a comprehensive understanding of NVIDIA's powerful toolkit, from training models to real-world deployment. Part 1: Introduction to Vision AI and Deep Learning Lays the groundwork for computer vision and deep learning concepts. Explains how these technologies are used in real-world applications. Introduces NVIDIA TAO and DeepStream, your one-stop shop for vision AI development. Part 2: NVIDIA TAO Toolkit - Your Vision AI Training Companion Guides you through setting up and navigating the user-friendly TAO interface. Explains how to prepare your data for efficient model training. Covers techniques for leveraging pre-trained models and adding new classes. Dives into model training optimization and explores methods for reducing model size for deployment. Teaches you how to export your trained models for seamless integration with DeepStream. Part 3: NVIDIA DeepStream SDK - Unleashing Your Vision AI in Real-Time Unveils the core functionalities and architecture of DeepStream for real-time video analytics. Explains how DeepStream leverages GStreamer, a powerful framework, for efficient data processing. Provides step-by-step guidance on building real-time video analytics pipelines using DeepStream. Explores various DeepStream plugins for common tasks like decoding, inference, and displaying results. Demonstrates how to integrate your TAO models into DeepStream pipelines for real-world applications. Part 4: Deployment and Optimization - Taking Your DeepStream Applications to the Real World Explores different deployment options for your DeepStream applications, from edge devices to cloud servers. Provides optimization techniques to ensure your applications run smoothly and efficiently. Covers methods for improving inference speed and resource utilization. Explains how to profile and debug your DeepStream pipelines for optimal performance. By combining the power of TAO for model training with DeepStream for real-time deployment, you'll be equipped to build cutting-edge vision AI applications that analyze and understand the visual world around you. Get started today and unlock the potential of real-time video analytics!
Advances In Guidance Navigation And Control
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Author : Liang Yan
language : en
Publisher: Springer Nature
Release Date : 2025-03-05
Advances In Guidance Navigation And Control written by Liang Yan and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-03-05 with Technology & Engineering categories.
This book features the latest theoretical results and techniques in the field of guidance, navigation, and control (GNC) of vehicles and aircrafts. It covers a wide range of topics, including but not limited to, intelligent computing communication and control; new methods of navigation, estimation, and tracking; control of multiple moving objects; manned and autonomous unmanned systems; guidance, navigation, and control of miniature aircraft; and sensor systems for guidance, navigation and control, etc. Presenting recent advances in the form of illustrations, tables, and text, it also provides detailed information of a number of the studies, to offer readers insights for their own research. In addition, the book addresses fundamental concepts and studies in the development of GNC, making it a valuable resource for both beginners and researchers wanting to further their understanding of guidance, navigation, and control.
Democratization Of Artificial Intelligence For The Future Of Humanity
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Author : Chandrasekar Vuppalapati
language : en
Publisher: CRC Press
Release Date : 2021-01-17
Democratization Of Artificial Intelligence For The Future Of Humanity written by Chandrasekar Vuppalapati and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-01-17 with Computers categories.
Artificial intelligence (AI) stands out as a transformational technology of the digital age. Its practical applications are growing very rapidly. One of the chief reasons AI applications are attaining prominence, is in its design to learn continuously, from real-world use and experience, and its capability to improve its performance. It is no wonder that the applications of AI span from complex high-technology equipment manufacturing to personalized exclusive recommendations to end-users. Many deployments of AI software, given its continuous learning need, require computation platforms that are resource intense, and have sustained connectivity and perpetual power through central electrical grid. In order to harvest the benefits of AI revolution to all of humanity, traditional AI software development paradigms must be upgraded to function effectively in environments that have resource constraints, small form factor computational devices with limited power, devices with intermittent or no connectivity and/or powered by non-perpetual source or battery power. The aim this book is to prepare current and future software engineering teams with the skills and tools to fully utilize AI capabilities in resource-constrained devices. The book introduces essential AI concepts from the perspectives of full-scale software development with emphasis on creating niche Blue Ocean small form factored computational environment products.
Euro Par 2020 Parallel Processing Workshops
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Author : Bartosz Balis
language : en
Publisher: Springer Nature
Release Date : 2021-03-13
Euro Par 2020 Parallel Processing Workshops written by Bartosz Balis and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-03-13 with Computers categories.
This book constitutes revised selected papers from the workshops held at the 26th International Conference on Parallel and Distributed Computing, Euro-Par 2020, which took place in Warsaw, Poland, in August 2020. The workshops were held virtually due to the coronavirus pandemic. The 27 full papers presented in this volume were carefully reviewed and selected from 50 submissions. Euro-Par is an annual, international conference in Europe, covering all aspects of parallel and distributed processing. These range from theory to practice, from small to the largest parallel and distributed systems and infrastructures, from fundamental computational problems to full-edged applications, from architecture, compiler, language and interface design and implementation to tools, support infrastructures, and application performance aspects.
Euro Par 2017 Parallel Processing
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Author : Francisco F. Rivera
language : en
Publisher: Springer
Release Date : 2017-08-18
Euro Par 2017 Parallel Processing written by Francisco F. Rivera and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-08-18 with Computers categories.
This book constitutes the proceedings of the 23rd International Conference on Parallel and Distributed Computing, Euro-Par 2017, held in Santiago de Compostela, Spain, in August/September 2017. The 50 revised full papers presented together with 2 abstract of invited talks and 1 invited paper were carefully reviewed and selected from 176 submissions. The papers are organized in the following topical sections: support tools and environments; performance and power modeling, prediction and evaluation; scheduling and load balancing; high performance architectures and compilers; parallel and distributed data management and analytics; cluster and cloud computing; distributed systems and algorithms; parallel and distributed programming, interfaces and languages; multicore and manycore parallelism; theory and algorithms for parallel computation and networking; prallel numerical methods and applications; and accelerator computing.
Practical Deep Learning For Cloud Mobile And Edge
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Author : Anirudh Koul
language : en
Publisher: O'Reilly Media
Release Date : 2019-10-14
Practical Deep Learning For Cloud Mobile And Edge written by Anirudh Koul 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 2019-10-14 with Computers categories.
Whether you’re a software engineer aspiring to enter the world of deep learning, a veteran data scientist, or a hobbyist with a simple dream of making the next viral AI app, you might have wondered where to begin. This step-by-step guide teaches you how to build practical deep learning applications for the cloud, mobile, browsers, and edge devices using a hands-on approach. Relying on years of industry experience transforming deep learning research into award-winning applications, Anirudh Koul, Siddha Ganju, and Meher Kasam guide you through the process of converting an idea into something that people in the real world can use. Train, tune, and deploy computer vision models with Keras, TensorFlow, Core ML, and TensorFlow Lite Develop AI for a range of devices including Raspberry Pi, Jetson Nano, and Google Coral Explore fun projects, from Silicon Valley’s Not Hotdog app to 40+ industry case studies Simulate an autonomous car in a video game environment and build a miniature version with reinforcement learning Use transfer learning to train models in minutes Discover 50+ practical tips for maximizing model accuracy and speed, debugging, and scaling to millions of users
Towards Wireless Heterogeneity In 6g Networks
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Author : Abraham George
language : en
Publisher: CRC Press
Release Date : 2024-04-01
Towards Wireless Heterogeneity In 6g Networks written by Abraham George and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-04-01 with Technology & Engineering categories.
The connected world paradigm effectuated through the proliferation of mobile devices, Internet of Things (IoT), and the metaverse will offer novel services in the coming years that need anytime, anywhere, high-speed access. The success of this paradigm will highly depend on the ability of the devices to always obtain the optimal network connectivity for an application and on the seamless mobility of the devices. This book will discuss 6G concepts and architectures to support next-generation applications such as IoT, multiband devices, and high-speed mobile applications. IoT applications put forth significant challenges on the network in terms of spectrum utilization, latency, energy efficiency, large number of users, and supporting different application characteristics in terms of reliability, data rate, and latency.While the 5G network developmentwas motivated by the need for larger bandwidth and higher quality of service (QoS), 6G considerations are supporting many users with a wide application requirement, lowering network operating cost, and enhanced network flexibility. Network generations beyond 5G are expected to accommodate massive number of devices with the proliferation of connected devices concept in connected cars, industrial automation, medical devices, and consumer devices. This book will address the fundamental design consideration for 6G networks and beyond. There are many technical challenges that need to be explored in the next generation of networks, such as increased spectrum utilization, lower latency, higher data rates, accommodating more users, heterogeneous wireless connectivity, distributed algorithms, and device-centric connectivity due to diversified mobile environments and IoT application characteristics. Since 6G is a multidisciplinary topic, this book will primarily focus on aspects of device characteristics, wireless heterogeneity, traffic engineering, device-centric connectivity, and smartness of application.
Guide To Mobile Data Analytics In Refugee Scenarios
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Author : Albert Ali Salah
language : en
Publisher: Springer Nature
Release Date : 2019-09-06
Guide To Mobile Data Analytics In Refugee Scenarios written by Albert Ali Salah and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-09-06 with Computers categories.
After the start of the Syrian Civil War in 2011–12, increasing numbers of civilians sought refuge in neighboring countries. By May 2017, Turkey had received over 3 million refugees — the largest refugee population in the world. Some lived in government-run camps near the Syrian border, but many have moved to cities looking for work and better living conditions. They faced problems of integration, income, welfare, employment, health, education, language, social tension, and discrimination. In order to develop sound policies to solve these interlinked problems, a good understanding of refugee dynamics isnecessary. This book summarizes the most important findings of the Data for Refugees (D4R) Challenge, which was a non-profit project initiated to improve the conditions of the Syrian refugees in Turkey by providing a database for the scientific community to enable research on urgent problems concerning refugees. The database, based on anonymized mobile call detail records (CDRs) of phone calls and SMS messages of one million Turk Telekom customers, indicates the broad activity and mobility patterns of refugees and citizens in Turkey for the year 1 January to 31 December 2017. Over 100 teams from around the globe applied to take part in the challenge, and 61 teams were granted access to the data. This book describes the challenge, and presents selected and revised project reports on the five major themes: unemployment, health, education, social integration, and safety, respectively. These are complemented by additional invited chapters describing related projects from international governmental organizations, technological infrastructure, as well as ethical aspects. The last chapter includes policy recommendations, based on the lessons learned. The book will serve as a guideline for creating innovative data-centered collaborations between industry, academia, government, and non-profit humanitarian agencies to deal with complex problems in refugee scenarios. It illustrates the possibilities of big data analytics in coping with refugee crises and humanitarian responses, by showcasing innovative approaches drawing on multiple data sources, information visualization, pattern analysis, and statistical analysis.It will also provide researchers and students working with mobility data with an excellent coverage across data science, economics, sociology, urban computing, education, migration studies, and more.
Handbook Of Intelligent Computing And Optimization For Sustainable Development
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Author : Mukhdeep Singh Manshahia
language : en
Publisher: John Wiley & Sons
Release Date : 2022-02-11
Handbook Of Intelligent Computing And Optimization For Sustainable Development written by Mukhdeep Singh Manshahia 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 2022-02-11 with Technology & Engineering categories.
HANDBOOK OF INTELLIGENT COMPUTING AND OPTIMIZATION FOR SUSTAINABLE DEVELOPMENT This book provides a comprehensive overview of the latest breakthroughs and recent progress in sustainable intelligent computing technologies, applications, and optimization techniques across various industries. Optimization has received enormous attention along with the rapidly increasing use of communication technology and the development of user-friendly software and artificial intelligence. In almost all human activities, there is a desire to deliver the highest possible results with the least amount of effort. Moreover, optimization is a very well-known area with a vast number of applications, from route finding problems to medical treatment, construction, finance, accounting, engineering, and maintenance schedules in plants. As far as optimization of real-world problems is concerned, understanding the nature of the problem and grouping it in a proper class may help the designer employ proper techniques which can solve the problem efficiently. Many intelligent optimization techniques can find optimal solutions without the use of objective function and are less prone to local conditions. The 41 chapters comprising the Handbook of Intelligent Computing and Optimization for Sustainable Development by subject specialists, represent diverse disciplines such as mathematics and computer science, electrical and electronics engineering, neuroscience and cognitive sciences, medicine, and social sciences, and provide the reader with an integrated understanding of the importance that intelligent computing has in the sustainable development of current societies. It discusses the emerging research exploring the theoretical and practical aspects of successfully implementing new and innovative intelligent techniques in a variety of sectors, including IoT, manufacturing, optimization, and healthcare. Audience It is a pivotal reference source for IT specialists, industry professionals, managers, executives, researchers, scientists, and engineers seeking current research in emerging perspectives in the field of artificial intelligence in the areas of Internet of Things, renewable energy, optimization, and smart cities.