Abstract: Highlights•A comprehensive review of Deep Learning (DL) in orthopaedics.•The use of DL in orthopaedic applications.•The main challenges and solutions in applying DL to orthopaedics.•Trustworthy Requirements for DL in orthopaedics.•Data fusion in orthopaedics.