Deyan graduated from Imperial College to join a top-tier systematic hedge fund in London, where he spent 5 years building a state-of-the-art platform to simulate and execute quantitative trading ideas. He subsequently joined a Cambridge spin-off PolyAI backed by Point72 and Khosla Ventures where he built infrastructure for machine learning data collection.