Cyclical Encoding: An Alternative to One-Hot Encoding for Time Series Features | by Haden P | May, 2024

Cyclical encoding provides your model with the same information using significantly less features

Towards Data Science

When it comes to training a machine learning model for time series, more often than not you will be looking to use the following time features:

  • Hour
  • Day of week
  • Month
  • Week or day of year
  • Etc.

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