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infected-cells's Introduction

Infected-Cells

Classifying infected vs. uninfected malaria cells.

CNN from scratch is just a 3 convolutional layer and 2 fully connected layer cnn. It is small but when I tried a larger one it didn't work as well.

I used a vgg16 model for transfer learning. I changed the output nodes to 2 and got 78% accuracy for testing and training.

Training

I started with a learning rate of 0.01 for 20 epochs. Then when my model had trained I went down to about 0.003 and so on

for about 4 more cycles of that and got around 70% acurracy on the training data.

Installing

I used this kaggle dataset. Requirements are Pytorch and Numpy

GPU

I used google Colab GPU because I don't have a good computer. It trained 20 epochs in around 10 minutes.

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