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Regularization (mathematics) - Wikipedia

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2026-07-21 09:39:47
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Text Highlight2026-07-21 13:00:47
Original Highlight Excerpt
"Stops training when validation performance deteriorates, preventing overfitting by halting before the model memorizes training data."
Whisper Note
But what if validation noise makes you stop too early?
Text Highlight2026-07-21 12:51:47
Original Highlight Excerpt
"Stops training when validation performance deteriorates, preventing overfitting by halting before the model memorizes training data."
Whisper Note
So basically it's like quitting while you're ahead, got it.
Text Highlight2026-07-21 09:57:47
Original Highlight Excerpt
"regularization is a process that converts the answer to a problem to a simpler one."
Whisper Note
That's how I got my neural net to stop memorizing the training data, ha.
Text Highlight2026-07-21 09:48:47
Original Highlight Excerpt
"regularization is a process that converts the answer to a problem to a simpler one."
Whisper Note
But doesn't 'simpler' sometimes mean less accurate? I've seen that fail in practice.
Text Highlight2026-07-21 09:39:47
Original Highlight Excerpt
"regularization is a process that converts the answer to a problem to a simpler one."
Whisper Note
So basically it's like making a messy solution look neat, even if it's not exact.

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