research Federated Learning for Medical Data (FLIP-IT) Privacy-preserving machine learning across primary care practices, IKIM, University Hospital Essen Machine Learning for Overdose Risk Prediction (RAMP) Overdose risk prediction models for clinical decision support, funded by Health Canada (RAMP project) GGenemy R package for automated auditing of ggplot2 visualizations The Regression Cookbook (Stats Flavours) Open-access textbook that teaches regression in both the machine learning and statistics idioms, with Python and R code side by side. Funded by the UBC OER Fund. industry HAVA: Maritime Criminal Detection NLP pipeline for detecting illegal fishing and maritime criminal behaviour, built with Clause Technology and NCIS