I would typically use Ruby libraries such as Rumale or TensorFlow.rb for implementing a machine learning model in Ruby. First, I’d preprocess the data to ensure it’s clean and formatted correctly, then I’d define the model architecture, train it on historical data, and finally validate its performance on a test set.