DuckDB + Hugging Face Workshop

A hands-on afternoon building a customer-feedback pipeline end to end. Bring a laptop. Starting from 2.1 million real Amazon reviews on the Hugging Face Hub, you use DuckDB to pinpoint which products are sliding, wire that SQL to an LLM through Gradio's gr.Workflow so the model reads only the complaints that matter and reports the themes behind them, then deploy the result as a live Hugging Face Space backed by Storage Buckets and callable as an API. Pratik Patel, AI Data Engineer and Developer Advocate at Hugging Face, runs it. Free, 12:00 to 17:00 at the AWS office on Mr. Treublaan. Why go: five hours of building rather than slides, and you leave with a working app and a pattern that transfers straight to your own data. Best for data and analytics engineers and anyone putting an LLM next to a database.