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What is machine unlearning, and how do you make a model 'forget' specific data?

GDPR erasure and copyright takedowns require pulling a user's influence out of trained weights, not just deleting a dataset row. The signal is knowing why deletion falls short and where retrain, SISA, and approximate scrubbing each sit on the cost-versus-proof curve.

Updated Sep 2026 · Grounded in real GenAI, LLM, and AI/ML engineering interview loops and written to a senior-engineer editorial bar.

GDPR erasure and copyright takedowns require pulling a user's influence out of trained weights, not just deleting a dataset row. The signal is knowing why deletion falls short and where retrain, SISA, and approximate scrubbing each sit on the cost-versus-proof curve.

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