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@andnig andnig commented Nov 12, 2023

Summary of the changes / Why this is an improvement

Adds end to end example for timeseries forecasting model creation using AutoML with Pycaret.
It's very close to the PyCaret classification example as provided in #122 , however highlights the ML workflow for a time series ML engineer.

IMPORTANT: This PR once again changes the file structur in the topics folder. It renames classification-automl to automl - as both the classification and the timeseries examples require the same dependencies and have quite some overlaps. Otherwise we'd need to duplicate a lot of the boilerplate code for project and tests.

WIP

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  • Link to issue this PR refers to (if applicable):
  • CLA is signed

- diff_ignore
- nb_diff_ignore
- Downgrade to pydantic<2 to remove runtime warning

evaluate_model(best_model)
final_model = finalize_model(best_model)
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Is it correct that this line has been removed within the other notebook?

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Yes, this is ipywidget which looks and behaves extremely bad in non notebook environments.
I hope you don't mind, that I forward-fixed this thing in an actually unrelated file.

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Thank you very much!

NB: Unfortunately, the new .ipynb file is too large to be presented by GitHub. I will review it later when it is merged, and eventually send copy-edits right away.

@andnig andnig marked this pull request as ready for review November 13, 2023 11:27
@andnig andnig changed the title WIP: Add AutoML timeseries example using PyCaret Add AutoML timeseries example using PyCaret Nov 13, 2023
@amotl amotl merged commit 6e0ac97 into main Nov 13, 2023
@amotl amotl deleted the feature/pycaret_timeseries_example branch November 13, 2023 12:17
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3 participants