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pneumonia-prediction's Introduction

Pneumonia prediction using transfer learning

Vanilla CNN

Train Loss:  0.3667
Train Accuracy:  0.8405 

Test Loss:  0.6079217195510864
Test Accuracy:  0.7308443188667297

VGG19

Train Loss:  0.2763555943965912
Train Accuracy:  0.8705905079841614

Test Loss:  0.3666607737541199
Test Accuracy:  0.8445512652397156

ResNet50

Train Loss:  0.11729855090379715
Train Accuracy:  0.9555214643478394

Test loss:  0.19975192844867706
Test Accuracy:  0.9198718070983887

After fine tuning the ResNet50 model

Train Loss:  0.06547978520393372
Train Accuracy:  0.9779524803161621

Test loss:  0.16307932138442993
Test Accuracy:  0.9439102411270142

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