 We then use it to calibrate the HJM parameters starting from (simulated) option market data.
<meaning-changed>  We then use it to calibrate the HJM parameters starting from (simulated) option market data.
 This neural network can then be used to calibrate the HJM parameters starting from (simulated) option market data.