I ran through another dataset with fastai and was again, blown away by how easy it is to use and how accurate the results are.

I trained a resnet34 learner on a dataset of Rock-Paper-Scissors (the game) hand gesture images.

The biggest lesson I learned today was unzipping files using Python. The following block of code helped me extract the zip file full of images into the corresponding folders:

            from zipfile import ZipFile
            with ZipFile("images/scissors.zip", "r") as archive:
                archive.extractall("images/scissors")
          

Here's a link to the Jupyter Notebook for today's experiment.