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This video tutorial teaches how to remove background from images using deep learning techniques. The task is to separate the foreground (me) from the background in an image, which can be achieved through image segmentation. Image segmentation involves labeling each pixel of an image with a specific class, such as background (0) and foreground (1). The presenter has trained a Deep Version 3 Plus model on human image segmentation dataset to solve this task.