Guarding the Hive Mind_ Poison-Resistant Gradient Aggregation in Federated Learning

Poison-resistant gradient aggregation in federated learning protects collaborative AI models from malicious updates. Like a hive filtering toxins from nectar, these techniquesu2014statistical, clustering, and adaptive defensesu2014detect and neutralize poisoned gradients, ensuring model integrity and trust. Students in a Data Science Course in Nagpur explore how such intelligent safeguards preserve secure, reliable learning across distributed systems.

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