Prediction Objective

[personal-coding]

I think the objective of the prediction should be different. If you compare the predicted ups and downs of the stock against the model, they are 50% which is no better than random. If the model trailed the stock's price by a day, it'd have a high r2. For a trading model to be profitable, it'd need to accurately predict if a stock would be up / down after t days.