Table 5 Performance evaluation of ML linear regression models.
ML Models | R2 | MAE | MSE | RMSE |
---|---|---|---|---|
Tensile strength | 0.953 | 0.823 | 1.306 | 1.142 |
Flexural strength | 0.775 | 0.824 | 1.117 | 1.056 |
Impact strength | 0.801 | 0.834 | 1.092 | 1.044 |
Hardness | 0.835 | 0.862 | 1.303 | 1.141 |
ML Models | R2 | MAE | MSE | RMSE |
---|---|---|---|---|
Tensile strength | 0.953 | 0.823 | 1.306 | 1.142 |
Flexural strength | 0.775 | 0.824 | 1.117 | 1.056 |
Impact strength | 0.801 | 0.834 | 1.092 | 1.044 |
Hardness | 0.835 | 0.862 | 1.303 | 1.141 |