Experiment Management Best Practices

Experiment Management Best Practices

Feb 11, 2022

This video will serve as an overview of some of the more advanced features and neat little trick you can use while working with the experiment manager. It's all about using the full potential of the tool, to make it easier for your mlops people (or yourself) to deploy models properly.

💻 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 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

Cube icons created by Freepik - Flaticon (https://www.flaticon.com/free-icons/cube)
Music from Youtube Audio Library: https://www.youtube.com/watch


0:00 Intro

0:13 The Task

0:28 Task Outline

0:48 Hyperparameters

1:33 Configuration Objects

1:50 Magic: editing hyperparameters

2:41 Artifacts

3:43 Models

4:36 Scalars

5:03 Outro

5:35 Jazz