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Showing posts with the label interface

Deploying Kubeflow everywhere: desktop, edge, and IoT devices

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Kubeflow, the ML toolkit on K8s, now fits on your desktop and edge devices! ? Data science workflows on Kubernetes Kubeflow provides the cloud-native interface between Kubernetes and data science tools: libraries, frameworks, pipelines, and notebooks. > Read more about what is Kubeflow Cloud-native MLOps toolkit gets heavy To make Kubeflow the standard cloud-native tool for MLOps within the AI landscape, the open-source community has accomplished the aggregation and integration of many projects on top of Kubernetes. Unfortunately, this notable accomplishment also has a downside. Deploying Kubeflow on your laptop or edge device has become impractical. The very minimum memory necessary to deploy the full Kubeflow bundle is 12Gb of RAM. On top of that, it is Linux-based. This means that on Windows and macOS you need to allocate 12+ Gb of memory to a Linux VM. Last time I tried, my 16Gb of RAM MacBook Pro did not like the idea. Kubeflow lite to experiment on ...

The State of Robotics – October 2020

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This post marks the one year anniversary of the Ubuntu Robotics newsletter. We knew adding the year on the end of each title was a good idea! One full year where the Ubuntu Robotics team have been documenting their work, showcasing projects in ROS and discussing interesting things going on in the community.  And my, what a year it has been. To mark the occasion, we’d love to hear and write about any work you’ve done in robotics or ROS over the last year.  Send a summary of your work to robotics.community@canonical.com, and we’ll feature it in next month’s blog. Anyway, enough of the preamble, on to some news. See you at ROS World 2020 Come and connect with us at ROSWorld on November 12th! We’ll be around to answer all of your questions. This is the first time ROSCon has ever been virtual so it’s a bit new to us and we want to hear about your robot projects! We have something called a “virtual booth” that you can “visit” and if we’re not there, you’ll find someone stationed on...