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This repository is the home of a comprehensive work carried out in an attempt to reconstruct and classify cancerous nodules located on parenchyma (the lung tissue) using a D.L. model that was entirely developed using synthetic MRI data. The project was conducted alongside three other colleagues, Vani, Aidan, and Ma Lan.