Fine-tuning at Nequi: Teaching a Small Model the Language of Our Transactions

At Nequi, a transaction is not just an amount and a date — it is behavior, context, and sequence. Generalist models do not capture that semantics, and rigid rules do not scale with millions of users. In this workshop we explore hands-on how to fine-tune a small model so it learns the language of transactional events: their patterns, anomalies, and risk signals. Participants will work from dataset construction to model validation, understanding at each step which decisions matter and why

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