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[ENH] Big forecasting update #2833

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@TonyBagnall

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@TonyBagnall

Describe the feature or idea you want to propose

Alex has a load of code in here
https://github.com/aeon-toolkit/aeon/pull/2828/files

  • Reformatted datasets, new archive of 100 series
  • Numba version of ETS (ets_fast)
  • autoets
  • arima
  • transformers (possibly)

Describe your proposed solution

I am going to split it up and bring them in one at a time, and will manage overall with this issue and discuss on the PR

Describe alternatives you've considered, if relevant

No response

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enhancementNew feature, improvement request or other non-bug code enhancementforecastingForecasting package

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