Experiment

Model 1

Model 2

Model 3

Model 4

Model 5

Inputs

480 Variables

480 Variables

480 Variables

480 Variables

480 Variables

Test Size

20%

30%

20%

20%

20%

Hidden Layer (1)

Relu 200 nodes

Relu 300 nodes

Relu 500 nodes

Relu 500 nodes

Sigmoid 500 nodes

Hidden Layer (2)

Relu 400 nodes

Relu 500 nodes

Relu 600 nodes

Relu 600 nodes

Sigmoid 600 nodes

Hidden Layer (3)

Relu 200 nodes

Relu 300 nodes

Relu 200 nodes

Relu 200 nodes

Sigmoid 200 nodes

Hidden Layer (4)

Softmax 100 nodes

Softmax 100 nodes

Softmax 150 nodes

Relu 150 nodes

Sigmoid 150 nodes

Hidden Layer (5)

Softmax 4 nodes

Softmax 2 nodes

Softmax 2 nodes

Relu 2 nodes

Sigmoid 2 nodes

Output Layer

Sigmoid 1 node

Sigmoid 1 node

Sigmoid 1 node

Relu 1 node

Sigmoid 1 node

Batch Size

20

30

60

20

20

Epochs

100

150

200

200

200

Accuracy

87.70%

87.72%

88.50%

90.96%

86.44%