Magnetic Resonance Imaging (MRI) is a safe medical imaging modality that can acquire high quality scans. However, MRI has a relatively long acquisition time compared to other medical imaging modalities like X-Ray Computer Tomography and Ultrasonography. Reducing the MRI data acquisition time had been a challenge to researchers for the last two decades. Broadly there are two approaches to reduce the scan time - i) the hardware based approach by which the design of the scanner is changed to accommodate faster scans and ii) the software based approach where the sampling and reconstruction...