NVIDIA TAO Toolkit and Deep Stream SDK: A Developer's Guide PDF Download
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Author: Anand Vemula
Publisher: Anand Vemula
ISBN:
Category : Computers
Languages : en
Pages : 36
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Book Description
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!
Author: Anand Vemula
Publisher: Anand Vemula
ISBN:
Category : Computers
Languages : en
Pages : 36
Get Book Here
Book Description
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!
Author: Ravi Mendis
Publisher: Sams Publishing
ISBN: 9780672323263
Category : Computers
Languages : en
Pages : 404
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Book Description
A practical, solutions-oriented guide to developing sophisticated Web applications with Apples WebObjects application server.
Author: Richard Rodger
Publisher: Simon and Schuster
ISBN: 1638351732
Category : Computers
Languages : en
Pages : 520
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Book Description
Summary The Tao of Microservices guides you on the path to understanding how to apply microservice architectures to your own real-world projects. This high-level book offers a conceptual view of microservice design, along with core concepts and their application. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About the Technology An application, even a complex one, can be designed as a system of independent components, each of which handles a single responsibility. Individual microservices are easy for small teams without extensive knowledge of the entire system design to build and maintain. Microservice applications rely on modern patterns like asynchronous, message-based communication, and they can be optimized to work well in cloud and container-centric environments. About the Book The Tao of Microservices guides you on the path to understanding and building microservices. Based on the invaluable experience of microservices guru Richard Rodger, this book exposes the thinking behind microservice designs. You'll master individual concepts like asynchronous messaging, service APIs, and encapsulation as you learn to apply microservices architecture to real-world projects. Along the way, you'll dig deep into detailed case studies with source code and documentation and explore best practices for team development, planning for change, and tool choice. What's Inside Principles of the microservice architecture Breaking down real-world case studies Implementing large-scale systems When not to use microservices About the Reader This book is for developers and architects. Examples use JavaScript and Node.js. About the Author Richard Rodger, CEO of voxgig, a social network for the events industry, has many years of experience building microservice-based systems for major global companies. Table of Contents PART 1 - BUILDING MICROSERVICES Brave new world Services Messages Data Deployment PART 2 - RUNNING MICROSERVICES Measurement Migration People Case study: Nodezoo.com
Author: Timo Käkölä
Publisher: Springer Science & Business Media
ISBN: 3540332537
Category : Computers
Languages : en
Pages : 658
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Book Description
This book covers research into the most important practices in product line organization. Contributors offer experience-based knowledge on the domain and application engineering, the modeling and management of variability, and the design and use of tools to support the management of product line-related knowledge.
Author: Taniar, David
Publisher: IGI Global
ISBN: 9781605660547
Category : Computers
Languages : en
Pages : 3721
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Book Description
"This multiple-volume publication advances the emergent field of mobile computing offering research on approaches, observations and models pertaining to mobile devices and wireless communications from over 400 leading researchers"--Provided by publisher.
Author: Davide Brugali
Publisher: Springer
ISBN: 3540689516
Category : Technology & Engineering
Languages : en
Pages : 501
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Book Description
This book reports on the concepts and ideas discussed at the well attended ICRA2005 Workshop on "Principles and Practice of Software Development in Robotics", held in Barcelona, Spain, April 18 2005. It collects contributions that describe the state of the art in software development for the Robotics domain. It also reports a number of practical applications to real systems and discuss possible future developments.
Author: Richard Alami
Publisher: Springer Science & Business Media
ISBN: 4431358730
Category : Technology & Engineering
Languages : en
Pages : 483
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Book Description
DARS is now a well-established conference that gathers every two years the main researchers in Distributed Robotics systems. Even if the field is growing, it has been maintained a one-track conference in order to enforce effective exchanges between the main researchers in the field. It now a well-established tradition to publish the main contributions as a book from Springer. There are already 5 books entitled "Distributed Autonomous Robotic Systems" 1 to 5.
Author: Dean Halverson
Publisher: Bethany House
ISBN: 1556617046
Category : Religion
Languages : en
Pages : 272
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Book Description
Succinct chapters provide an excellent guide to understanding Islam, Buddhism, Hinduism, Judaism, Taoism, Shintoism, and more.
Author: Marian Bubak
Publisher: Springer
ISBN: 3540246851
Category : Computers
Languages : en
Pages : 779
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Book Description
The International Conference on Computational Science (ICCS 2004) held in Krak ́ ow, Poland, June 6–9, 2004, was a follow-up to the highly successful ICCS 2003 held at two locations, in Melbourne, Australia and St. Petersburg, Russia; ICCS 2002 in Amsterdam, The Netherlands; and ICCS 2001 in San Francisco, USA. As computational science is still evolving in its quest for subjects of inves- gation and e?cient methods, ICCS 2004 was devised as a forum for scientists from mathematics and computer science, as the basic computing disciplines and application areas, interested in advanced computational methods for physics, chemistry, life sciences, engineering, arts and humanities, as well as computer system vendors and software developers. The main objective of this conference was to discuss problems and solutions in all areas, to identify new issues, to shape future directions of research, and to help users apply various advanced computational techniques. The event harvested recent developments in com- tationalgridsandnextgenerationcomputingsystems,tools,advancednumerical methods, data-driven systems, and novel application ?elds, such as complex - stems, ?nance, econo-physics and population evolution.
Author: Jan Nederveen Pieterse
Publisher: SAGE
ISBN: 9780761952930
Category : Business & Economics
Languages : en
Pages : 212
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Book Description
This study is a critical commentary connecting issues of development with the latest thinking in sociology, critical theory and social science. It addresses questions such as the connections with globalization, and culture and modernity.
