Machine Learning CI/CD using Github Actions and ClearML
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:
📄 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
Slack Channel: https://join.slack.com/t/allegroai-trains/shared_invite/zt-c0t13pty-aVUZZW1TSSSg2vyIGVPBhg
Music from Youtube Audio Library: https://www.youtube.com/watch
0:13 Why use ClearML for CI/CD?
2:07 Task and workflow overview
5:27 Example 1: Stats in PR Comment
16:33 Example 2: Compare Models
20:08 Example 3: Remote Run Check