The other replies, directly discussing overfitting, are spot on. However, I did want to point out explicitly that the stated assumption of representative sample

The other replies, directly discussing overfitting, are spot on. However, I did want to point out explicitly that the stated assumption of representative sample data can be a fundamental challenge, not to be taken lightly.