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Hey @Nasreddine D, Thanks for using the NeuralForecast library. • It is always advisable to compare against simple baselines https://nixtla.github.io/statsforecast/examples/models_intro.html#baseline-models • You can try to fit a NeuralForecast directly on your data, or you can try to use a pretrained/finetune model too https://nixtla.github.io/neuralforecast/examples/transfer_learning.html