Any MLOps platform you use?

• neptune-client

  24 531 9.6 Python

  📘 The MLOps stack component for experiment tracking

  

Neptune.ai, which promises to streamline your workflows and make collaboration a breeze.

• manifests

  6 744 8.2 YAML

  A repository for Kustomize manifests

  

That said I personally use Kubeflow hosted on a local baremetal kubernetes cluster (8 nodes, 4 gpus), but a lot of it is a bit of a bear to get installed correctly in a multi-machine environment (specifically this issue is still open and exposing the built-in dashboards outside of the cluster is a problem). Also because it's a Google product it's very clearly intended to run in the cloud with self-hosting being very much an afterthought

• InfluxDB

  www.influxdata.com sponsored

  Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

  

• polyaxon

  9 3,479 8.7 Python

  MLOps Tools For Managing & Orchestrating The Machine Learning LifeCycle

  

If you're not concerned about self-hosting, WandB is one of the more fully featured training monitoring tools (I've used it in the past without any issues but the lack of data and training privacy and lack of self-hosting possibilities makes it a hard no for anything that isn't scholastic). Polyaxon is an alternative but rewriting all your variable logging to conform to their requirements makes it very difficult to switch to it in the middle of a project so you have to commit to it from the get-go.

• MLflow

  54 17,234 9.9 Python

  Open source platform for the machine learning lifecycle

  

I have an old labmate who uses a similar setup with MLFlow and can endorse it.

• aim

  70 4,762 7.9 Python

  Aim 💫 — An easy-to-use & supercharged open-source experiment tracker.

  

Check out Aim: https://github.com/aimhubio/aim

• WorkOS

  workos.com sponsored

  The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.

  

Suggest a related project