Canon MRI Deep Learning Reconstruction Achieving image quality previously thought impossible due to constraints dictated by MRI physics. Fast MRI-only Comprehensive Musculoskeletal Imaging Seeing the previously unseen. Reducing cost, streamlining workflow, and eliminating ionizing radiation exposure. Compressed Sensing MRI Translating compressed sensing theory into clinical environments to accelerate MRI scans. Improving patient comfort and throughput without sacrificing diagnostic quality. USC Accuracy, Uncertainty, and Adaptability of a Deep CNN Tailoring black-box deep learning model to clinical priorities and safety. dnoiseNET - A Deep CNN for MRI Image Denoising Improving performance without compromising quantitative metrics. ICTP Crystal Structure Search using Constrained Optimization Faster convergence to minimum energy structure by imposing physical constraints. Misc Report, Slides, and Shiny App Reproducible documents using R and R Markdown.