Collective Learning
Definition
Collective learning allows multiple models or agents to learn collaboratively while maintaining data privacy, sharing insights without exposing sensitive information, thereby enhancing overall knowledge acquisition across networks.
When Collective Learning is used
Federated learning
Which positions need this?
Researchers, Developers
Problem
Data privacy concerns limit individual learning opportunities.
Example of how Collective Learning is used in AI
A healthcare consortium uses collective learning techniques to develop predictive models without sharing patient data directly among institutions.
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