Long before deep learning entered mainstream computing, Canada's research ecosystem fostered modern neural network architectures. Through long-term support from the Canadian Institute for Advanced Research (CIFAR) during the so-called AI winters, foundational work on backpropagation and unsupervised representation learning turned hubs like Toronto and Montreal into global anchors for machine intelligence.