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I trained my model, but it's performing too well on validation — could this be data leakage? How do I check for that?
I once trained a model that was performing way too well on the validation set — like, suspiciously good. At first, I was excited… but something felt off. Turned out, it was data leakage. Here’s what I did to figure it out: I rechecked my data splits and found that some similar entries had ended up iRead more
I once trained a model that was performing way too well on the validation set — like, suspiciously good. At first, I was excited… but something felt off. Turned out, it was data leakage.
Here’s what I did to figure it out:
Lesson learned: if your model feels like it’s “too perfect,” always check for leakage. It’ll save you a ton of headaches later. Adopt this, It may solve this problem.
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