No.

MLP Classifier

Activation Function

Train/Test Split

Hidden Layers Size (# of Nodes1, # of Nodes 2, …)

No of Iterations

Accuracy

1

Test 1

Relu

70/30

3 Hidden Layers (14, 10, 8)

50

81.81%

2

Test 2

Relu

70/30

3 Hidden Layers (15, 10, 8)

100

88.31%

3

Test 3

Relu

70/30

3 Hidden Layers (20, 15, 12)

150

86.36%

Average

Relu

85.49%

1

Test 1

Tanh

70/30

3 Hidden Layers (14, 10, 8)

50

85.06%

2

Test 2

Tanh

70/30

3 Hidden Layers (15, 10, 8)

100

76.62%

3

Test 3

Tanh

70/30

3 Hidden Layers (20, 15, 12)

150

81.49%

Average

Tanh

81.06%

1

Test 1

Logistic

70/30

3 Hidden Layers (14, 10, 8)

50

87.01%

2

Test 2

Logistic

70/30

3 Hidden Layers (15, 10, 8)

100

86.36%

3

Test 3

Logistic

70/30

3 Hidden Layers (20, 15, 12)

150

85.35%

Average

Logistic

86.24%

Overall Average

84.26%