Table 4 Model performance comparison.

From: Navigating cognitive boundaries: the impact of CognifyNet AI-powered educational analytics on student improvement

Model

Training MSE

Training MAE

Testing MSE

Testing MAE

RF

23.65

1.53

25.32

4.12

MLP

23.37

3.93

26.10

3.87

CognifyNet

10.34

0.63

22.66

0.66

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