Google Announces Kubeflow to Bring Kubernetes to Machine Learning
The fully open source project is designed to help engineers build a machine learning stack using Kubernetes.
After Kubernetes and TensorFlow, Google has now released Kubeflow, a new open source project that makes it easy to consume machine learning (ML) stacks with Kubernetes.
Kubernetes is being touted as the cloud Linux, and an increasing number of people are employing it in different use cases. Machine learning is one of the fastest growing use cases for Kubernetes, but it's quite a challenge to get the entire machine learning stack up and running.
“Building any production-ready machine learning system involves various components, often mixing vendors and hand-rolled solutions. Connecting and managing these services for even moderately sophisticated setups introduces huge barriers of complexity in adopting machine learning,” said David Aronchick and Jeremy Lewi, Project Manager and Engineer, respectively, on the Kubeflow project. “Infrastructure engineers will often spend a significant amount of time manually tweaking deployments and hand rolling solutions before a single model can be tested.”
Kubeflow solves this problem because it makes using ML stacks on Kubernetes fast and extensible. It’s hosted on GitHub, and the repository contains three components: JupyterHub, to create and manage interactive Jupyter notebooks; a TensorFlow (TF) Custom Resource Definition (CRD) that can be configured to use CPUs or GPUs and adjusted to the size of a cluster with a single setting; and a TF Serving container.
Kubeflow is a muticloud solution, and if you can run Kubernetes in your environment, you can run Kubeflow.
Subscribe to our Linux Newsletters
Find Linux and Open Source Jobs
Subscribe to our ADMIN Newsletters
Support Our Work
Linux Magazine content is made possible with support from readers like you. Please consider contributing when you've found an article to be beneficial.
News
-
PipeWire 1.0 Officially Released
PipeWire was created to take the place of the oft-troubled PulseAudio and has finally reached the 1.0 status as a major update with plenty of improvements and the usual bug fixes.
-
Rocky Linux 9.3 Available for Download
The latest version of the RHEL alternative is now available and brings back cloud and container images for ppc64le along with plenty of new features and fixes.
-
Ubuntu Budgie Shifts How to Tackle Wayland
Ubuntu Budgie has yet to make the switch to Wayland but with a change in approaches, they're finally on track to making it happen.
-
TUXEDO's New Ultraportable Linux Workstation Released
The TUXEDO Pulse 14 blends portability with power, thanks to the AMD Ryzen 7 7840HS CPU.
-
AlmaLinux Will No Longer Be "Just Another RHEL Clone"
With the release of AlmaLinux 9.3, the distribution will be built entirely from upstream sources.
-
elementary OS 8 Has a Big Surprise in Store
When elementary OS 8 finally arrives, it will not only be based on Ubuntu 24.04 but it will also default to Wayland for better performance and security.
-
OpenELA Releases Enterprise Linux Source Code
With Red Hat restricting the source for RHEL, it was only a matter of time before those who depended on that source struck out on their own.
-
StripedFly Malware Hiding in Plain Sight as a Cryptocurrency Miner
A rather deceptive piece of malware has infected 1 million Windows and Linux hosts since 2017.
-
Experimental Wayland Support Planned for Linux Mint 21.3
As with most Linux distributions, the migration to Wayland is in full force. While some distributions have already made the move, Linux Mint has been a bit slower to do so.
-
Window Maker Live 0.96.0-0 Released
If you're a fan of the Window Maker window manager, there's a new official release of the Linux distribution that champions the old-school user interface.