Skip to content

MarisaCodes/cats_and_dogs

Repository files navigation

Is it a cat or is it a dog? 🤔

This is an AI model developed using tensorflow==2.13.0.

The model is saved as cats_and_dogs.keras

All of the code used to create the model is in cats_and_dogs.ipynb.

Model's performance: loss: 0.4881 - accuracy: 0.7674 - val_loss: 0.5053 - val_accuracy: 0.7527.

As you can see, it is not a perfect model but it can at least differentiate between dogs and cats quite a lot more than 50% of the time. It does fail sometimes though. This is largely due to lack of computing power on my part. The model has only been trained for 3 epochs, it requires a bit more epochs to be well trained. I could reduce the image size but I would prefer for the network to learn the patterns properly.

If you upload neither a dog nor a cat you get nonesensical results.

Demo: dog prediction via ai demo

References:

About

No description, website, or topics provided.

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published