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Ethical, Privacy and Sustainability Considerations in PyTorch S...

Lightningat PyTorch Conference Europe 2026 · 2026-04-07..04-08· [privacy-and-compliance]
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PyTorch models sit inside data pipelines, APIs, logs and infrastructure so risks appear beyond weights and accuracy. The Ethical Software Framework and an Ethical IT Audit map concrete checks: data provenance, anonymization, storage retention, logging granularity, model explainability, human-in-loop gating and carbon accounting for inference and training. Example: a candidate-ranking PyTorch system requires sources of training CVs, sensitivity labels, audit trails for each ranking decision, GDPR-aligned retention and measurable bias metrics before deployment.

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