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Dog VS Cat Classifier

Dataset: https://www.kaggle.com/c/dogs-vs-cats

Starting Point: https://www.kaggle.com/uysimty/keras-cnn-dog-or-cat-classification


The purpose of this project was to familiarize myself with Tensorflow for image classification. Also switched from running the python from a python file to a jupyter notebook.

The figure below shows the distribution of images with 1 being cat and 0 being dog.

Distribution Chart

Sample Cat Image

The accuracy after running the model for 30 epochs was around 82%

Accuract Chart

When running this model on a final generated test set 8 out of 10 of the returned values was correct which is expected given the accuracy.

Test Images