This presentation outlines the vision behind the Athens Data Science & Machine Learning Meetup. It was presented at the community's first event on the 1st of October, 2015. I discuss our goals, challenges, the benefits I envision for all our members, ways that everyone can contribute to the community and our code of conduct.