Enhanced Data Protection Impact Assessment methodology for AI systems. Addresses automated decision-making, profiling, and large-scale processing under GDPR. Evaluates necessity, proportionality, and safeguards for personal data in training and inference. Includes privacy-by-design principles specific to machine learning architectures. Satisfies regulatory requirements for DPIA while identifying practical privacy controls and data minimization opportunities.
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