Forecasting:


5min and below - XGBoost
15min and above - Ridge
You can enhance ridge by fitting non parametric regressions per feature as an in-between. To reduce fitting you can add a hypothesis, and only fit if it validates.
This is typically the optimal model by horizon.
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