REFT: Resource-Efficient Federated Training Framework for Heterogeneous and Resource-Constrained Environments

no code implementations • 25 Aug 2023 • Humaid Ahmed Desai, Amr Hilal, Hoda Eldardiry

FL emerges as a privacy-enforcing sub-domain of machine learning that enables model training on client devices, eliminating the necessity to share private data with a central server.

Federated Learning Image Classification +1

Using Natural Language Processing to Predict Costume Core Vocabulary of Historical Artifacts

no code implementations • 24 Nov 2022 • Madhuvanti Muralikrishnan, Amr Hilal, Chreston Miller, Dina Smith-Glaviana

Building an accurate Costume Core from garment descriptions can be challenging because the historic garment items are often donated, and the accompanying descriptions can be based on untrained individuals and use a language common to the period of the items.

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