 For calibration purposes, we train a neural network to approximate the  option price as a function of the model parameters.
<clarity>  For calibration purposes, we train a neural network to approximate the  option price as a function of the model parameters.
 For calibration purposes, we train a neural network to approximate the true option price as a function of the model parameters.