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Sequential Neural Network model that classifies mammograms as normal (no breast cancer) or having a specific type of breast cancer.
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The model was implemented using TensorFlow and Keras on top of Python.
- Processing:
- Reading PGM files
- Reading CSV files
- Image pre-processing
- Model Architecture:
- Sequential Layers:
- 4 Convolutions
- 3 Max Pooling
- Dropout
- 3 Dense layers
- Layer specifications:
- ReLU / Softmax Activations
- Crossentropy loss
- RMSProp Optimizer
- Making predictions:
- Displaying mammograms
- Labeling them