Congradulations to Cansu Alakus, supervised by Aurélie Labbe and Denis Larocque from HEC Montréal. She received the 2022 Best Thesis award for her thesis entitled "Essays on covariate-based canonical correlation estimation, prediction intervals, and covariance regression with random forests."