This talk will provide an overview of the latest deep learning techniques that have been applied to image reconstruction of musculoskeletal MRI. The topics focus on rapid imaging for both static MRI and quantitative MRI, such as T2 and T1rho mapping. The talk will conclude by highlighting potential challenges in deep learning-based reconstruction that warrant further investigation.