@Mohammed Alruqimi: to get started you can try using this guide: https://nixtla.github.io/neuralforecast/examples/getting_started.html (Just include GRU) For exogenous variables like price of oil or things like that, you can use this one: https://nixtla.github.io/neuralforecast/examples/exogenous_variables.html