The future of ML in catalysis is promising. As more data becomes available and ML techniques continue to evolve, we can expect even greater advancements in catalyst discovery and optimization. Collaborative efforts between chemists, materials scientists, and data scientists will be essential to fully realize the potential of ML in this field.