Project for convolutional neural network

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Reference no: EM133055262

Project for Convolutional Neural Network (CNN)

Use any one of the image database attached below

Requirements:

1) Use 70% data for training and 30% data for testing/validation

2) Calculate Accuracy (ACC) defined as

ACC=(TP+TN)/(P+N)

Where TP=True Positive, TN=True Negative, P=Positive, N=Negative

3) Calculate Sensitivity (Sens) defined as
Sens=TP/P

4) Calculate Specificity (Spec) defined as
Spec=TN/N

5) Plot the results for Accuracy and Loss function

6) Calculate the Confusion Matrix. As an example for 4 classes,it looks like (TC=True Class, PC=Predicted Class)

 

PC1

PC2

PC3

PC4

TC1

%

%

%

%

TC2

%

%

%

%

TC3

%

%

%

%

TC4

%

%

%

%

Attachment:- Convolutional Neural Network.rar

Reference no: EM133055262

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