OpenAI CLIP - Connecting Text and Images | Paper Explained
❤️ Become The AI Epiphany Patreon ❤️ ► / theaiepiphany
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
In this video, I cover the CLIP paper - Learning Transferable Visual Models from Natural Language Supervision.
You'll learn about:
✔️ How the contrastive learning behind CLIP works
✔️ All the nitty-gritty details behind the paper
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
✅ Bitter lessons by Sutton: http://www.incompleteideas.net/IncIde...
✅ CLIP paper: https://cdn.openai.com/papers/Learnin...
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
⌚️ Timetable:
00:00 OpenAI's CLIP
02:10 Detailed explanation of the method
06:00 Comparision with SimCLR
12:55 How does the zero-shot part work
20:45 WIT dataset
21:30 Why this method, hint efficiency
28:35 Zero-shot - generalizing to new tasks
31:30 Prompt programming and ensembling
34:00 Zero-shot perf
36:20 Few-shot comparison with best baselines
38:20 How good the zero-shot classifier is?
40:45 Compute error correlation
41:20 Quality of CLIP's embedding space
43:05 Robustness to distribution shift
49:10 Limitations (MNIST failure)
50:30 A short recap
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
💰 BECOME A PATREON OF THE AI EPIPHANY ❤️
If these videos, GitHub projects, and blogs help you,
consider helping me out by supporting me on Patreon!
The AI Epiphany ► / theaiepiphany
One-time donation:
https://www.paypal.com/paypalme/theai...
Much love! ❤️
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
💡 The AI Epiphany is a channel dedicated to simplifying the field of AI using creative visualizations and in general, a stronger focus on geometrical and visual intuition, rather than the algebraic and numerical "intuition".
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
👋 CONNECT WITH ME ON SOCIAL
LinkedIn ► / aleksagordic
Twitter ► / gordic_aleksa
Instagram ► / aiepiphany
Facebook ► / aiepiphany
👨👩👧👦 JOIN OUR DISCORD COMMUNITY:
Discord ► / discord
📢 SUBSCRIBE TO MY MONTHLY AI NEWSLETTER:
Substack ► https://aiepiphany.substack.com/
💻 FOLLOW ME ON GITHUB FOR COOL PROJECTS:
GitHub ► https://github.com/gordicaleksa
📚 FOLLOW ME ON MEDIUM:
Medium ► / gordicaleksa
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
#clip #openai #nlpsupervision