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Implementation of an Alzheimer's Disease detection system using Deep Learning on MRI images from a Kaggle Dataset.

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test
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train
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._AD_Inception_V3.ipynb
._AD_Inception_V3.ipynb
 
 
._AD_Inception_V3_old.ipynb
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._AD_Model_Inception_V3.h5
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._AD_Model_VGG19.h5
._AD_Model_VGG19.h5
 
 
._AD_VGG19.ipynb
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._AD_VGG19_old.ipynb
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._Inception_V3_Classification_Report.png
._Inception_V3_Classification_Report.png
 
 
._Inception_V3_Confusion_Matrix.png
._Inception_V3_Confusion_Matrix.png
 
 
._Inception_V3_ROC.png
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._Inception_V3_accuracy.png
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._Inception_V3_loss.png
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._VGG19_Classification_Report.png
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._VGG19_Confusion_Matrix.png
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._VGG19_ROC.png
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._VGG19_accuracy.png
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._Weights_AD_Model_VGG19.hdf5
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AD_Inception_V3.ipynb
AD_Inception_V3.ipynb
 
 
AD_Inception_V3_old.ipynb
AD_Inception_V3_old.ipynb
 
 
AD_Model_Inception_V3.h5
AD_Model_Inception_V3.h5
 
 
AD_Model_VGG19.h5
AD_Model_VGG19.h5
 
 
AD_VGG19.ipynb
AD_VGG19.ipynb
 
 
AD_VGG19_old.ipynb
AD_VGG19_old.ipynb
 
 
Inception_V3_Classification_Report.png
Inception_V3_Classification_Report.png
 
 
Inception_V3_Confusion_Matrix.png
Inception_V3_Confusion_Matrix.png
 
 
Inception_V3_ROC.png
Inception_V3_ROC.png
 
 
Inception_V3_accuracy.png
Inception_V3_accuracy.png
 
 
Inception_V3_loss.png
Inception_V3_loss.png
 
 
README.md
README.md
 
 
VGG19_Classification_Report.png
VGG19_Classification_Report.png
 
 
VGG19_Confusion_Matrix.png
VGG19_Confusion_Matrix.png
 
 
VGG19_ROC.png
VGG19_ROC.png
 
 
VGG19_accuracy.png
VGG19_accuracy.png
 
 
VGG19_loss.png
VGG19_loss.png
 
 
Weights_AD_Model_VGG19.hdf5
Weights_AD_Model_VGG19.hdf5
 
 

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Alzheimers-Disease-Detection

Results and Comparison:

Classification Report:

1) Inception V3:

Inception_V3_CF

2) VGG19:

VGG19_CF

Confusion Matrix:

1) Inception V3:

Inception_V3_CM

2) VGG19:

VGG19_CM

Receiver Operating Characteristic Curve:

1) Inception V3:

Inception_V3_ROC

2) VGG19:

VGG19_ROC

Model Accuracy:

1) Inception V3:

Inception_V3_Accuracy

2) VGG19:

VGG19_Accuracy

Model Loss:

1) Inception V3:

Inception_V3_Loss

2) VGG19:

VGG19_Loss

Dataset: https://www.kaggle.com/tourist55/alzheimers-dataset-4-class-of-images

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Implementation of an Alzheimer's Disease detection system using Deep Learning on MRI images from a Kaggle Dataset.

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deep-learning python3 mri-images vgg19 kaggle-dataset inception-v3 jupiter-notebook alzheimer-disease-prediction google-colab-notebook

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