Results of stellar activity modeling on the calcium activity index derived from the HARPS-N solar data with our trained neural network. Top: the calcium activity index time series derived from HARPS-N solar spectra is labeled in red, while the predicted calcium activity index time series, obtained using the neural network optimized by Optuna, is labeled in black. Bottom: the residual time series of the calcium activity index.