Fastai Image Classifier

Data science project example using deep learning for image classification

Overview

For this example project I built an animal classifier to identify Foxes, Wolves and Bears. This is useful in detecting wild animals in arears prone to animal attacks so as to serve as a warning system.

Note

you can also read up about the project on medium with the like below https://medium.com/geekculture/image-classification-with-fastai-c23c38f77352

Config

I recommend using google colab for this project as it makes the gpu configuration far easier. In google colab make sure that you go to runtime -> change runtime type -> gpu.

In colab, running the code should create the folder structure that you need. Drag and drop the photos located here into their respective folders. Technically you could skip the the folder creation and just drag and drop the data from the google drive into the colab file destination

Data

I used the following chrome extension to download the data from google images. FatKun Batch Download Image