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Self-supervised learning has gained significant attention in recent years due to its ability to learn from unlabeled data. Self-supervised learning involves training a model on a task without explicit supervision, often using a pretext task to learn representations that can be fine-tuned for downstream tasks. Anomaly detection is a natural application of self-supervised learning, as it involves identifying patterns that deviate from normal behavior. Furthermore, SelfCAD features a built-in slicer to prepare