PyKale is a PyTorch-based machine learning library focused on knowledge-aware learning, multimodal learning, and transfer learning. It provides accessible tools for interdisciplinary research, including domain adaptation, meta-learning, and graph analysis capabilities. The library targets computer vision and medical image analysis applications while supporting general deep learning workflows through the PyTorch ecosystem.