Create README.md

README.md

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+# Animal Faces CNN Model
+
+This model is a CNN trained on the Kaggle Animal Face dataset to classify cats, dogs, and wildlife. It is based on the ResNet18 architecture.
+
+## Training Results:
+
+- Validation Accuracy: 99.32%
+- Dataset: Cats, Dogs, and Wildlife Faces
+- Number of Epochs: 10
+
+| **Epoch** | **Loss** | **Validation Accuracy** |
+|-----------|----------|-------------------------|
+| 1         | 0.2374   | 95.11%                  |
+| 2         | 0.1716   | 95.86%                  |
+| 3         | 0.1381   | 97.53%                  |
+| 4         | 0.1250   | 97.48%                  |
+| 5         | 0.1038   | 97.53%                  |
+| 6         | 0.0867   | 97.61%                  |
+| 7         | 0.0914   | 98.44%                  |
+| 8         | 0.0656   | 99.09%                  |
+| 9         | 0.0462   | 99.35%                  |
+| 10        | 0.0432   | 99.32%                  |