kelvins / awesome-mlops Goto Github PK

https://github.com/linkedin/feathr

Some beginners or even experienced data scientists may have some difficulty putting a model in production.

The idea is to create a folder to aggregate content with tutorials for the most used tools in MLOps.

Consider adding github start to the github repo

e.g. :

• argo-workflows

Katonic MLOps Platform is a collaborative platform with a Unified UI to manage all data science activities in one place and introduce MLOps practice into the production systems of customers and developers. It is a collection of cloud-native tools for all of these stages of MLOps:

-Data exploration
-Feature preparation
-Model training/tuning
-Model serving, testing and versioning

Katonic is for both data scientists and data engineers looking to build production-grade machine learning implementations and can be run either locally in your development environment or on a production cluster. Katonic provides a unified system—leveraging Kubernetes for containerization and scalability for the portability and repeatability of its pipelines.

It will be great if you can list it on your account

Website -
Katonic One Pager.pdf

https://katonic.ai/

This is an open discussion about an improvement suggested in the MLOPs Community workspace (Slack).

It was suggested to include a way to rate the tools and strengths vs weaknesses or some kind of user feedback. One idea would be to include "some kind of folder with horror stories or use cases".

If anyone has another idea or opinion, feel free to share in the comments. Also, if you have a horror story or use case that you want to share, feel free to comment here.

Tecton seems to be a promising tool for feature store, we should consider adding it to the list when it is released.

Hello,

I think open-source is the first criteria when looking for a tool. It may be interested to have two lists for each category. The first list for open source tool and the second one for paid one.

An example with fake information :

Cron Job Monitoring

Open-source:
- Cronitor - Monitor any cron job or scheduled task.

Paid solution :
- HealthchecksIO - Simple and effective cron job monitoring.
- FakeExample - blablabla