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01 ·Machine Learning Basics·★ MEMBER·PAPER·11 min read Self-Supervised Learning — The Day Unlabeled Data Became an Asset Nobody has to label the data — the data can write its own exam. A ground-up tour of the two families (masked prediction and contrastive learning), from the intuition through the InfoNCE loss, an interactive figure, PyTorch code, and finally why LLM pretraining is the largest self-supervised system ever run.