BiaPy is an open-source tool that simplifies deep learning workflows for 2D and 3D bioimage analysis. With an intuitive interface, zero-code options, and Docker support, it enables scalable processing on large datasets and multi-GPU systems. BiaPy provides customizable templates for tasks like segmentation and detection, making advanced image analysis more accessible to researchers.