This is definitely an interesting exercise, and it is impressive to see that is accurate more often than not.

But is it profitable? It would be good to test whether it earns a greater return than simply holding, and to test a variety of market conditions.

I'm also curious why you chose a regressor and rounded the output rather than a choosing binary classifier. Could you explain?