This repository contains a notebook detailing the creation of an image classifier using the FastAI library. I created this as an exercise while I was reading the FastAI book.
The notebook is configured to classify dogs and giraffe's, but feel free to change the classes to anything of your choosing. The notebook creates the dataset by downloading the images of the classes specified. Just be sure to choose classes that have lot's of available images. If you choose something highly specific, you might run into some issues with wrong data.
This notebook has an accompanying article that you can find here on medium.com.