A talk designed to cover the important of interpretability and explainability, their differences and relative merits as related to Machine Learning. Originally put together to be delivered within a Developer Meetup day put on by AVEVA in April of 2023. Presentation and associated demos are preserved in this repository in case they are of use/interest for others in the future.