Defense Against Dark Arts —The Mirror of Erised
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The Mirror of Erised from Harry Potter and the Sorcerer’s StoneAs in Harry Potter saga, we are surrounded by unknown Death Eaters (read Hackers) who are trying to attack poor Potter (read Client / Data) for one reason or another. Some time they want data (like Soccer’s stone or Prophecy in Order of Phoenix) or sometimes they just want to kill / corrupt Potter to fend off a threat / competition. In either case, we need to protect our Data and Deep Learning model from such kind of Dark Attacks.A regular Deep Learning model is very prone to attacks as it usually collects huge amount of data in a centralized server where deep learning models are trained. This is called centralized learning as learning occurs on a central server. But with a technique called Federated Learning, instead of (...)
#pytorch #deep-learning #python #ai #privacy