Applied Machine Learning

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources
We introduce Flotilla, a flexible and lightweight FL platform designed for real-world edge environments, offering modular strategy …
Roopkatha Banerjee, Prince Modi, Jinal Vyas, Chunduru Sri Abhijit, Tejus Chandrashekar, Harsha Varun Marisetty, Manik Gupta, Yogesh Simmhan
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Towards a Modular Federated Learning Framework on Edge Devices
In this poster, we introduce Flotilla, a modular, model-agnostic Federated Learning (FL) framework that supports synchronous …
Roopkatha Banerjee, Prince Modi, Harsha Varun Marisetty, Manik Gupta, Yogesh Simmhan
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Towards Collision Avoidance for UAVs to Guide the Visually Impaired
In this poster, we explore a mechanism to detect obstacles within a distance ’d’ ahead of a visually impaired person (VIP) …
Suman Raj, Swapnil Padhi, Ruchi Bhoot, Prince Modi, Yogesh Simmhan