A talk titled "An Open Science Approach to Machine Learning in Biomedical Research" delivered at the Saudi Data Community. It is a part of a series of talks and workshops to introduce open Science practices to the Saudi Community. The talk briefly gives an overview of the impact of machine learning methodologies in biomedical research. It then explains how an open science approach could help overcome the "replication crisis" and present "the turing way" as a guide to reproducible and collaborative research practices. The talk is available online