Add training notebook and a README

README.md

@@ -10,4 +10,10 @@ pinned: false
 license: apache-2.0
 ---
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+# Zidane-Scholes-Mbappe Classifier
+
+A simple image recognition model to classify images as being either Kylian Mbappe, Zinedine Zidane, or Paul Scholes.
+
+This model is trained using fastai. Using fastai, I got images of each of the players from DuckDuckGo, augmented the data with rotations, skews, crops, and resizes of the images. I then fine-tuned the Resnet34 model to classify images as being one of the three players. I exported the trained model, which I then uploaded to HuggingFace. To see the training process, see kaggle_training_notebook.ipynb
+
+I initially trained this model by fine-tuning Resnet18, but it made obvious mistakes: it classified Paul Scholes as Mbappe. Moving to Resnet34 makes the test examples work properly