Data Leakage

Data leakage is like having a cheat sheet for a test - it's when your model gets access to information it shouldn't have, like labels or test data, during training. This can happen when you're not careful about how you split your data or when you use features that are only available at test time. It can make your model look better than it really is, but it won't perform well in real-life situations.