Hyperparameter Optimization
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 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
Chapters:
0:00 Intro
0:14 Recap
0:58 HPO
1:13 Hands-on Example
2:00 The optimizer script
3:07 HPO WebUI
4:24 ClearML Pro
4:37 Autoscaling
4:56 Outro
5:10 Jazz