[gilj]

It's not about using the 20 years of data to fit your model, it's about using the 20 years of data to test your strategy on (a process called backtesting). Once you know how it performs historically, you can develop an intuition for where it breaks down, and try to alleviate the problem (keeping in mind overfitting and all those types of issues).