AI / Machine Learningbeginner
In-Sample Period
Definition
The in-sample period is the segment of historical data used to develop, tune, and parameterise a trading strategy. Performance numbers from in-sample alone are systematically inflated because the strategy was selected to fit this data; honest evaluation requires complementary out-of-sample testing.