微美全息持续探索区块链技术在异步联邦学习中的应用

砍柴网
18 Oct 2024

在数字化转型的大潮中,人工智能(AI)作为核心驱动力,正深刻改变着各行各业。然而,AI模型训练高度依赖于大规模数据集,这不仅带来了高昂的数据收集和存储成本,更引发了严重的数据隐私和安全问题。在此背景下,联邦学习作为一种分布式机器学习技术是一个很好的解决方案,它允许多个参与方在不共享原始数据的情况下共同训练模型,有效保护了数据隐私。然而,联邦学习也有一些技术劣势,例如,其同步学习机制往往导致效率低下...

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