The book "A Sparsity Based Approach Towards Fast MRI Acquisition" offers a comprehensive analysis of the challenges and solutions in the field of magnetic resonance imaging (MRI). It highlights the necessity of reducing the acquisition time of MRI scans to enhance the efficiency and user-friendliness of this safe medical imaging modality. The author, Angshul Majumdar, explores both hardware and software-based approaches to reducing scan time, but places emphasis on innovative software techniques. By applying sparsity-based methods, a new way is presented to optimize data acquisition while maintaining scan quality. This specialized book is aimed at professionals and students in the fields of engineering and IT who wish to engage with the latest developments in medical imaging.