Juliacon 2024

Predicting the Spring Classics of cycling with my first NN
2024-07-11 , If (1.1)

Last year I attended PyData Eindhoven for the first time. I got inspired and now I’m back to present my first neural network, a network that was trained to predict the Spring Classics of cycling! With this neural network, I’m attempting to beat my friends, and myself, in a well-known fantasy cycling game.


Last year I attended PyData Eindhoven for the first time. I got inspired and now I’m back to present my first neural network, a network that was trained to predict the Spring Classics of cycling! With this neural network, I’m attempting to beat my friends, and myself, in a well-known fantasy cycling game.

In this talk, I will elaborate on the process of building a model from scratch. This will include data collection, model training and finetuning, and of course a discussion of the predicted results. The predictions will also be compared to an existing cycling prediction platform that I use as benchmark. Lastly, I’ll try to provide some insights into the model using SHAP values.