CLIP: Connecting Images and Language

Learn why CLIP became a foundation for multimodal AI: it connects images and text through contrastive learning, then uses natural language to perform visual tasks without a fixed label set.

4 sections ยท 8 lessons

Course outline

Language Supervision

  1. Fixed Labels Limit Vision
  2. Text Becomes Supervision
  3. Choose the Supervision Signal

Contrastive Alignment

  1. Match Images to Captions
  2. A Shared Search Space
  3. Build a Zero-Shot Classifier

Zero-Shot Transfer

  1. Prompts Replace Heads
  2. Benchmarks Test Generality
  3. Read a Transfer Claim

Multimodal Frontier

  1. From Perception to Interfaces
  2. Limitations Shape Use
  3. Design a Multimodal Feature

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