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The clusters of images shown in the tutorial all depict the same objects such as balloons, birds, and sharks. These clusters are obtained without the need for labels from the ImageNet dataset. The method described in the paper "Learning to Classify Images Without Labels" by Water, Guns, Becca, Simon, Van Daan, Hender, Stung, Stamatis, Georg, Ulis, Mark, Pro, Simmons, and Luke involves a three-step procedure that uses self-supervised learning to obtain good representations for image classification without labels.