In the midst of the COVID-19 global pandemic, it is clear that issues of community, interdependence, environment and other multi-sectoral factors outside of the hospital are critical with respect to our health and well-being. In this first Machine Learning in Public Health Workshop at NeurIPS, we aim to explore the role of machine learning with respect to these important topics.