Faculty training is a key factor in the success of integrating evidence-based teaching in classrooms. This project will combine training and feedback in a model named “TEACHActive.” The TEACHActive professional development model uses classroom sensing and machine learning to promote active learning in engineering classrooms. The data collected as part of integration of this model is expected to promote systematic improvement in evidence-based teaching, which will positively impact student engagement in classrooms.