These slides contain notes and assignments for the ''Empirical Applications with Big Data Tools'' part of the Master in Economics: Empirical Applications and Policies at the University of the Basque Country UPV/EHU. These are intended to introduce social scientists to concepts in Big Data and Machine Learning using R.