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

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.