Difference of Swarm Learning and Federated Learning

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  • Опубликовано: 18 сен 2024
  • As we dive into the transformative world of digital pathology,
    the concept of federated learning
    has caught my attention for its potential to revolutionize
    how we handle data privacy and security in AI.
    This method trains AI models on separate datasets,
    preserving patient confidentiality.
    Yet, it's not without its challenges, notably the central
    coordination and risk of monopolization.
    Reflecting on this,
    I find swarm learning-a decentralized approach
    -offers an intriguing alternative.
    It promises a more equitable, secure future for AI,
    free from central oversight.
    This raises critical questions about our ethical responsibilities
    and the future we envision for AI in healthcare.
    Join me in exploring these complex yet fascinating discussions.
    Your insights could light the way to a more ethical,
    fair, and secure digital pathology landscape.
    Watch the full topic, link in the comment section below.
    #AIEthics #FederatedLearning #SwarmLearning #PathologyInnovation #DigitalHealth"
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