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Here is the chart. Blue=actual, red=predicted. Notice the curve fitting in the middle region that was used to train the system. Comments? Too much curve fitting?

First post here, so be gentle. :) I am trying to create my own automated trading system. I'd like to bounce some ideas with you guys, if possible. A few questions that came to my mind while implementing this (and my answers): 1. How frequent should the system try to trade? I chose once...