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An example diagram demonstrating edge nodes communicating through a federated learning setup

An example diagram demonstrating edge nodes communicating through a federated learning setup

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Conference Paper
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Skin cancer is one of the most widespread diseases that can be diagnosed through artificial intelligence and computer vision. In recent years, researchers focused on addressing skin cancer at the edge because of enhanced real-time processing capabilities, reduced data vulnerability, and cost-effective hard-ware solutions. Despite the advancements i...

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Context 1
... neural sticks are usually paired with single board computers like Raspberry Pi, we paired them with several old laptops in this study instead because of budget constraints. ) Distributed Federated Learning Setup: A federated learning setup can be created as represented in Figure 1 using a single discrete agent as the proposed physical prototype. Using the post-quantization method, each individual agent can communicate and cooperate to enhance the shared DL model without sharing their local data. ...

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