5 - Hyperparameter Optimization

5 - Hyperparameter Optimization

Feb 6, 2023

This video combines the knowledge we gathered from the previous videos to tackle a cool application of the powers of ClearML: hyperparameter optimization. Learn how it works and how to get started.

HPO blogpost: https://clear.ml/blog/hyperparameter-optimization-hpo-is-simpler-than-you-think/

💻 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

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


0:00 Intro

0:14 Recap

0:58 HPO

1:13 Hands-on Example

2:00 The optimizer script

3:07 HPO WebUI

3:24 ClearML Pro

3:55 HPO WebUI Continued

4:37 Autoscaling

4:56 Outro

5:10 Jazz