Machine Learning CI/CD using Github Actions and ClearML

ClearML

Nov 9, 2022

The video will give you an in-depth guide on how to set up 3 useful ClearML-based CI/CD actions. You can use them either on their own, together or use them as a baseline for a custom action you want to create. If you do, let us know, we'll be happy to showcase it!

You can find the code for the examples in our repository here: https://github.com/allegroai/clearml/tree/master/examples/cicd

💻 Get a server:

Get started by using our free tier servers: https://app.clear.ml
OR by hosting you own: https://github.com/allegroai/clearml-server

📄 Documentation on Fundamentals:

Get Started: https://clear.ml/docs/latest/docs/getting_started/ds/ds_first_steps
Pip Package / ClearML SDK: https://clear.ml/docs/latest/docs/clearml_sdk/clearml_sdk
ClearML Data: https://clear.ml/docs/latest/docs/clearml_data/clearml_data
ClearML Agent: https://clear.ml/docs/latest/docs/clearml_agent
Supported libraries for automagical integration: https://clear.ml/docs/latest/docs/integrations/libraries

✨ Follow us and star us!

Github page: https://github.com/allegroai/clearml
Twitter: https://twitter.com/clearmlapp
Slack Channel: https://join.slack.com/t/allegroai-trains/shared_invite/zt-c0t13pty-aVUZZW1TSSSg2vyIGVPBhg
LinkedIn: https://www.linkedin.com/company/clearml

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Music from Youtube Audio Library: https://www.youtube.com/watch

Chapters:

0:00 Intro

0:13 Why use ClearML for CI/CD?

2:07 Task and workflow overview