18+ years of experience in teaching, training and using machine learning models.

What have I learned from building predictive models in business and academia over the last 18 years? A simple truth - there is no free lunch. Machine learning and artificial intelligence are atomic energy. They can support radiologists, improve credit risk models or streamline business operations. But if not implemented responsibly then discrimination, model drift hidden artefacts can kill any initiative. In 2017 I set up MI2-DataLab a group that works on new methods, tools and initiatives to deliver AI/ML solutions responsibly.