How the hyperparameters of our machine learning models are tuned at Canva — by Ryan Lin, Yiran Jing, and Paul Tune Canva uses a variety of machine learning (ML) models, such as recommender systems, information retrieval, attribution models, and natural language processing for various applications. A typical problem is the amount of time and engineering effort in choosing a set of optimal hyperparameters…