Check model performance per month

MarcoLandtHayen / predict_sahel_rainfall

Predict rainfall in the African Sahel region with various machine learning and deep learning methods.

MIT License

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Closed MarcoLandtHayen closed 1 year ago

MarcoLandtHayen commented 1 year ago

[x] Train separate LSTM / fc models on all inputs, one model for each month.
[x] Check performance (mse / correlation): Are there months with higher / lower accuracy?
[x] Use ensemble of these models as predictor: Do we outperform former single LSTM / fc model trained on all inputs including months as additional input features?

MarcoLandtHayen commented 1 year ago

Solved by #38