Announcing Cloud-Native Support for Jetson Platform

NVIDIA Developer · Intermediate ·🛠️ AI Tools & Apps ·6y ago

Key Takeaways

Develops and deploys AI applications on Jetson platform using cloud-native technologies

Full Transcript

you're looking at a demo of new cloud native support for the Nvidia Jetson platform the demo is built around a service robot use case and this overview will highlight how cloud native technologies can enable rapid and ongoing feature improvements cloud native support allows you to use the same technologies and workflows that revolutionized cloud platforms to build deploy and manage AI applications on jets and edge devices when we launched the Jetson platform targeting AI at the edge a few years ago we focused on accelerating convolutional neural networks but Jetsons GPU architecture has the flexibility to accelerate both today's and tomorrow's algorithms we've continued each year to add support for the latest and greatest networks and we've continued to introduce new jets and modules all supported by the same software stack these are compact power efficient computers with the performance to run real-time AI applications Jetson Xavier NX is the latest member of the family with more than 10 times the performance and a smaller form factor than its widely adopted predecessor jetsam tx2 at the same price we're using the Jets at Xavier and X Developer Kit for this demo which is also available for the Jetson AG X Xavier everything you'll see runs locally on Jetson the demo includes four containerized applications the benefit of containers is that each can be independently developed deployed and updated for seamless improvements these four containers accelerates seven different neural networks at the same time as well as pre and post processing each covers a basic service robot need you can see for 1080p streams being processed and visualized by the first containerized app a service robot will use cameras to avoid colliding with people as it moves or in a retail setting for crowd counting or other purposes a great way to interact with a service robot is through speech and this container has an entire conversational AI stack running locally including a Bert model for natural language processing Bert enables very close to human accuracy and running it previously required powerful Cloud Servers now we can do it on device with Jetson Xavier pose recognition can help the robot better understand the meaning of a scene for example is a person pointing at something while asking a question again it's not just the AI inference that's accelerated video decoding and display are good examples of accelerated pre and post-processing lastly we have gaze recognition which requires three different AI models to detect a person's face locate their eyes and see what they're looking as with pose estimation this is useful for interaction if a person is looking at the robot what they are saying is likely intended for the robot technologies and workflows originally created for the cloud now let you develop deploy and manage AI applications at scale with the jetson platform check out the Nvidia jets and developer site to purchase a dev kit download the demo and join the developer forums

Original Description

Technologies and workflows originally created for the cloud now let you develop, deploy, and manage AI applications at scale with the Jetson platform. Watch this overview of our new demo, and read the technical blog here: https://devblogs.nvidia.com/bringing-cloud-native-agility-to-edge-ai-with-jetson-xavier-nx/
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Playlist

Uploads from NVIDIA Developer · NVIDIA Developer · 9 of 60

1 Ray Tracing Essentials Part 2: Rasterization versus Ray Tracing
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2 Ray Tracing Essentials Part 3: Ray Tracing Hardware
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3 Ray Tracing Essentials Part 4: The Ray Tracing Pipeline
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4 NsightGraphics 2020 2 Release Spotlight
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5 Ray Tracing Essentials Part 5: Ray Tracing Effects
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6 Ray Tracing Essentials Part 6: The Rendering Equation
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7 Ray Tracing Essentials Part 7: Denoising for Ray Tracing
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8 Spatiotemporal Importance Resampling for Many-Light Ray Tracing (ReSTIR)
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Announcing Cloud-Native Support for Jetson Platform
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10 JetsonTV: Build your next project with NVIDIA Jetson
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11 Nsight Compute Feature Spotlight: Roofline Analysis, Asynchronous Copy, Sparse Data Compression
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12 Nsight Systems Feature Spotlight: OpenMP
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13 Isaac Sim 2020: Deep Dive
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14 NVIDIA Jetson: Enabling AI-Powered Autonomous Machines at Scale
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15 NVIDIA Tools to Train, Build, and Deploy Intelligent Vision Applications at the Edge
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16 Jetson Xavier NX Developer Kit: The Next Leap in Edge Computing
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17 Synthesizing High-Resolution Images with StyleGAN2
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18 NVIDIA Robotics: Isaac SDK and Sim 2020.1
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19 Accelerating COVID-19 Research with GPUs
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20 Visualizing 150 Terabytes of Data
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22 Running Multiple Workloads on a Single A100 GPU
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23 NVIDIA Nsight Feature Spotlight: GPU Trace
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24 Spark 3 Demo: Comparing Performance of GPUs vs. CPUs
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25 NVIDIA Jetson Nano Wins Edge AI and Vision Alliance Award
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28 Efficiently Deploying GPU Accelerated 5G CloudRAN for Edge AI Inferencing
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29 NVIDIA PhysicsNeMo - Accelerating Scientific & Engineering Simulation Workflows with AI
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32 Blender Cycles: RTX On
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33 Real-Time GPU-Accelerated Data Analytics of 250 million Flight Data Records of 737 Max grounding
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34 Assessing Property Damage with AI
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35 RAPIDS: GPU-Accelerated Data Analytics & Machine Learning
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38 NVIDIA IndeX for arivis5D Cloud Platform
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39 NVIDIA Backchannel: Behind the Scenes of Marbles at Night RTX
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40 NVIDIA Backchannel: Sneak Peek into Marbles RTX in Omniverse
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42 Accelerate AI development for Computer Vision on the NVIDIA Jetson with alwaysAI
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43 Securing Next Generation Apps over VMware Cloud Foundation with Bluefield-2 DPU
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48 Inventing Virtual Meetings of Tomorrow with NVIDIA AI Research
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49 Learning a Contact-Adaptive Controller for Robust, Efficient Legged Locomotion
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50 Getting started with Jetson Nano 2GB Developer Kit
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51 NVIDIA Jetson Developer Community AI Projects
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52 Open-source projects on NVIDIA Jetson Nano 2GB Developer Kit
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53 Real-Time Ray Tracing with Project Lavina
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54 Jetson AI Fundamentals - S1E2 - Hello Camera
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56 Jetson AI Fundamentals - S1E4 - Image Regression Project
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57 Jetson AI Fundamentals - S2E1 - JetBot Intro and Hardware
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58 Jetson AI Fundamentals - S2E2 - JetBot Software Setup
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