We built a dog breed classifier while working through the fast.ai course "Practical Deep Learning for Coders".
Here's how we finally managed to deploy it correctly and you can try the classifier live on Binder by clicking the button:
Wait for the Binder app to deploy, then upload an image and click on Classify.