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Exam AWS Certified AI Practitioner AIF-C01 All Questions

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Exam AWS Certified AI Practitioner AIF-C01 topic 1 question 184 discussion

Which ML technique ensures data compliance and privacy when training AI models on AWS?

  • A. Reinforcement learning
  • B. Transfer learning
  • C. Federated learning
  • D. Unsupervised learning
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Suggested Answer: C 🗳️

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nand2804
2 weeks, 2 days ago
Selected Answer: C
Federated learning is a machine learning technique that: Trains models across multiple decentralized devices or servers holding local data samples. Does not move the data; instead, only model updates (like gradients or weights) are shared and aggregated. Ensures data privacy and compliance by keeping sensitive data (e.g., personal or regulated data) on-premises or on edge devices. This technique is especially useful in scenarios where data privacy regulations (like HIPAA, GDPR) restrict centralizing data.
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