Comparison and evaluation of the predicted and true parameters for simulated test single absorption line. The upper panel compares the actual and predicted values for the two parameters, b and N_HI. The middle panel exhibits the normalized distribution of the differences between the predicted and true values, with markers for the 90% and 68% percentiles. The bottom panels show the normalized histogram of the CNN-predicted values in comparison to the true labels.