Posts

• Understanding Domain Adaptation

  25 Jan, 2025 • 8 min read

  What is domain shift, why it breaks ML models, and the core methods — MMD, adversarial alignment, pseudo-labelling — that fix it. With equations and references.

  Domain Adaptation Transfer Learning

• Why CLIP Changed Everything for Vision-Language Models

  12 Dec, 2024 • 10 min read

  How CLIP connects images and text via contrastive learning, enables zero-shot classification, and opened the door to prompt learning for vision.

  CLIP Vision-Language Foundation Models