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Domain Adaptation

May 13, 2025 Transfer Learning 17 min read

Transfer Learning (3): Domain Adaptation

A practical guide to domain adaptation: covariate shift, label shift, DANN with gradient reversal, MMD alignment, CORAL, self-training, AdaBN, and a complete DANN implementation.

May 1, 2025 Transfer Learning 17 min read

Transfer Learning (1): Fundamentals and Core Concepts

A beginner-friendly guide to transfer learning fundamentals: why it works, formal definitions, taxonomy, negative transfer, and a complete feature-transfer implementation with MMD domain adaptation.