16 posts tagged with “Autonomous Vehicles”

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Using NVIDIA Jetson NGC containers on balenaOS

Balena’s container-based technology streamlines development, deployment, and management of IoT Linux devices. However, when those devices include NVIDIA Jetson-based AI carrier boards and modules, there is the additional challenge of configuring an ML software stack such as PyTorch or TensorFlow and all of its underlying dependencies. BSP drivers, JetPack versions and CUDA libraries must match…

May 05, 2023 / 15 min

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Deploy AI to edge fleets with balena's OpenVINO app

OpenVINO™ is an open-source toolkit developed by Intel for optimizing and deploying AI inferencing. It includes everything needed for developing AI applications, model optimization, and running inferencing on a device. In this guide, we’ll walk you through the process of deploying, tweaking, and testing OpenVINO AI models using the balena platform. Our example project, balena-openvino, is intended…

January 17, 2023 / 6 min

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How to use NVIDIA Jetson devices on balena

The Jetson line of modules brings accelerated AI to edge devices, allowing for truly innovative uses for IoT devices. The balena platform supports these modules (Nano, TX2, Xavier, Orin), enabling you to deploy, maintain, and update fleets of one to hundreds of thousands with ease. This is the third update of our series about how to use Jetson devices on the balena platform. How to use edge AI…

January 11, 2023 / 17 min

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IoT fleet monitoring with Datadog and balenaCloud: How small agent containers make a big impact

One challenge of managing a fleet of dispersed IoT devices is gathering and monitoring device metrics in real-time. Let’s check out how companies like Datadog are adding monitoring capabilities using lightweight containers that are ideal for IoT and edge devices. Datadog’s newest monitoring agent requires as little as 36MB of memory, 63MB of disk space, and very modest network throughput to…

February 24, 2021 / 9 min

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How to use Nvidia Jetson devices on balena

Access the full capabilities of Jetson devices in balenaCloud. Recent versions of balenaOS provide easy access to JetPack components, giving your containers access to the GPU’s power. Learn how to build a project to start accessing a world of AI tools, including CUDA and OpenCV, below. How to use edge AI tools with Nvidia and balenaOS Hardware refresher Nvidia Jetson is a series of embedded…

December 15, 2020 / 14 min

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Cellular + IoT isn't as hard as you think

I’ve always been a bit hesitant to add cellular networking to my IoT projects because I figured the cost of bandwidth and the hardware requirements were more trouble than they were worth. But after some experimentation, I got over my fears and found cellular wasn’t nearly as expensive or as complicated as I thought. In this blog post, I’ll explain how I went about adding cellular network service…

October 27, 2020 / 10 min

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How to classify socks using a Raspberry Pi, Edge Impulse, and balena

We’re going to create a project on a Raspberry Pi with a Camera that distinguishes between socks using the Edge Impulse Machine Learning system running on balena. We all know that matching socks is a nightmare, so having an affordable, intelligent system saying if a sock matches with another sock is the best weekend project ever. Use AI on a Raspberry Pi with Edge Impulse and balena to determine…

September 14, 2020 / 11 min

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Make a security camera system in 30 minutes or less

Use a single-board computer or spare laptop, a webcam and free software to build your own surveillance system. There are many reasons for wanting security cameras: watching blind spots around your home, keeping a remote eye on your children playing, or finding where the delivery person lobbed your package. In fact, I have all of these reasons and more, so I set out to see how easy it would be for…

August 13, 2020 / 7 min

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Rapid prototyping a GPS tracker with balenaOS: a community perspective

Our guest community author, Xabier Crespo of SC Robotics, walks through a GPS project that uses Docker and balenaOS, written in Python. Learn more about their prototyping process using balenaOS and try the project. My name is Xabier Crespo and I’m a co-founder at SC Robotics, a small consulting firm which develops electronics and embedded systems. We work on a lot of IoT (and IIoT) projects and…

July 08, 2020 / 14 min

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Balena partners with Coral to enable AI at the edge

Today we’re announcing that balena and Coral are partnering to simplify how developers deploy and manage AI applications at the edge. Coral is a platform of hardware components, software tools, and example models for building devices with local AI. Coral's on-device ML acceleration technology helps developers build fast, efficient, and affordable solutions for the edge. Balena helps developers…

July 07, 2020 / 3 min

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Build a simple radiation monitor using a Raspberry Pi, InfluxDB and Grafana

We wrote in detail about our Raspberry Pi geiger counter project in another post, now this guide focuses on the basics necessary to build your own. Read on to discover how to assemble a background radiation monitor with a web dashboard to show pretty graphs (who doesn’t like pretty graphs?!). Introduction We build and feature projects that monitor the environment around them quite frequently at…

July 06, 2020 / 6 min

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Using OpenDataCam and balena to "quantify the world" with AI

Learn how to run OpenDataCam on balenaCloud, which adds a number of features to make managing a device (or a fleet of dozens) easy. This guide features deployment, remote configuration, how to use the built-in VPN, a public URL, and monitoring device diagnostics. What is OpenDataCam? OpenDataCam is an open source project, by move Lab, that tracks moving objects with live video analysis using CUDA…

June 19, 2020 / 12 min

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Build an AI-driven object detection algorithm with balenaOS and alwaysAI

This guide will show you how to set up a neural network model that runs an object detection algorithm in real time. We’ll be leveraging balenaOS and alwaysAI’s platform to greatly simplify the process. In this guide we build a an AI-driven neural network model running object detection using balena and alwaysAI Some prep work In a previous article, we showed you how to easily get started with…

March 12, 2020 / 10 min

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Get started with computer vision and machine learning using balenaOS and alwaysAI

We’ll show you a simplified overview of computer vision and deep learning, and the easiest way to get started using balenaOS and alwaysAI. This guide combines the powers of balena with alwaysAI’s platform to get a project up and running quickly on the Nvidia Jetson Nano. Go from “zero” to “AI hero” in just a blog post! Get started with computer vision and deep learning with balenaOS and alwaysAI…

March 03, 2020 / 11 min

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Getting Started with the Nvidia Jetson Nano using balena

UPDATED 11 Jan 2023: Note that as of 11 January 2023, we have an updated guide here with a more streamlined method to accomplish the examples in this post, as well as more background information about using Nvidia Jetson devices with balena. When you’re building applications to run on the Nvidia Jetson Nano, you’ll often have a list of underlying libraries and dependencies such as CUDA, OpenCV…

February 26, 2020 / 7 min

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How Bosch remotely manages and deploys to IoT devices at scale with balena

Learn how Bosch uses balena as part of their IoT fleet management and devops solutions. Bosch is a world leading multinational engineering and electronics company who invests heavily in IoT; developing innovative solutions for smart homes, cities and manufacturing. Part of this research and development is looking for new business approaches in the context of industrial IoT, and in one such…

November 19, 2019 / 2 min