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OpenAI's CLIP
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Classroom Contents
OpenAI CLIP - Connecting Text and Images - Paper Explained
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- 1 OpenAI's CLIP
- 2 Detailed explanation of the method
- 3 Comparision with SimCLR
- 4 How does the zero-shot part work
- 5 WIT dataset
- 6 Why this method, hint efficiency
- 7 Zero-shot - generalizing to new tasks
- 8 Prompt programming and ensembling
- 9 Zero-shot perf
- 10 Few-shot comparison with best baselines
- 11 How good the zero-shot classifier is?
- 12 Compute error correlation
- 13 Quality of CLIP's embedding space
- 14 Robustness to distribution shift
- 15 Limitations MNIST failure
- 16 A short recap
