Data Set No. of hidden layers=5 No. of hidden layers=10 No. of hidden layers=15
MSE R2 MSE R2 MSE R2
Training 0.307 0.9857 0.013 0.9995 0.016 0.9802
Validation 0.149 0.9873 0.053 0.9965 0.243 0.6454
Testing 0.785 0.9251 0.24 0.997 0.202 0.8056
Overall 0.353 0.9839 0.051 0.9979 0.075 0.9481
Table 1: Optimum number of hidden layers based on MSE and R2 values.