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moment-timeseries-foundation-model / moment

MOMENT: A Family of Open Time-series Foundation Models
https://moment-timeseries-foundation-model.github.io/
MIT License
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Scale data before fine-tuning #29

Closed rt-adesai closed 2 months ago

rt-adesai commented 3 months ago

When fine-tuning for a forecasting task, is the dataset supposed to be scaled? The Informer dataset example shows standard scaling but not sure if that's the recommended preprocessing step.

mononitogoswami commented 2 months ago

Hi, Thanks for your interest in MOMENT, and I apologize for the delay in responding!

We standard scaled all forecasting datasets during benchmarking, and would recommend doing the same before fine-tuning on your dataset too!

Let us know if you have any more questions on pre-processing. I'll close this issue, but feel free to open it with more questions!

Best, Mononito