Federated Learning with Hugging Face and Flower — distilBERT IMDB Classification

AI Impact Summary

This tutorial demonstrates federated learning using Hugging Face and Flower to fine-tune a distilBERT model for IMDB movie rating classification. The key change involves simulating a federated environment within Google Colab using Flower's simulation functionality, allowing for training across multiple clients without direct data sharing. This setup highlights the practical application of federated learning for NLP tasks, particularly with pre-trained models like distilBERT.