Deep Learning - CNN project

I have a CNN project that I want to finish and understand in 2 days (I need help in understanding a few things from the project). It is on classification and segmentation. Will be happy to discuss this further. Project link - https://www.kaggle.com/competitions/severstal-steel-defect-detection/overview