N Beats Python, Deep Forecasting, Multivariate Time Series, Neural Net Forecast, Probabilistic Forecast.
provided a more comprehensive basis for N-BEATS to recognize a December-specific pattern. We could also start a tuning process. Darts offers grid search — either exhaustive or randomized sampling — for N-BEATS and also for the other deep forecasters — see the Python example in this article: