Inspiration
I was inspired to create this model for a personal challenge. My goal was to create the most accurate model I could, and the model was successful in impressing me.
What it does
It detects malaria in cells and it includes a demo GUI for visualizing this.
How I built it
I built it with Tensorflow 2 and Keras. I also used a GTX 1080 for training the model.
Challenges I ran into
I had to modify the dense layers various times to reduce overfitting, which occurred very quickly.
What I learned
I learned more about convolutional neural networks and how to design them. I also made various models, and I tested different pre-trained models with transfer learning.
What's next for Malaria Detection
Eventually, I look forward to revisiting this project and making it even more accurate.
Built With
- keras
- python
- tensorflow
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