❤️ Become The AI Epiphany Patreon ❤️
https://www.patreon.com/theaiepiphany
👨👩👧👦 Join our Discord community 👨👩👧👦
https://discord.gg/peBrCpheKE
Kicking off a series of videos where I'll be going through the actual code of many of the papers I've covered over the last few years!
In this video I do a code walkthrough of OpenAI's CLIP model from the "Learning Transferable Visual Models From Natural Language Supervision" paper.
Let me know what you'd like me to cover next!
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
✅ GitHub: https://github.com/openai/CLIP
✅ Paper: https://arxiv.org/abs/2103.00020
Learn about Byte-Pair Encoding:
✅ https://en.wikipedia.org/wiki/Byte_pair_encoding
✅ https://leimao.github.io/blog/Byte-Pair-Encoding/
✅ Video: https://www.youtube.com/watch?v=tOMjTCO0htA&ab_channel=FromLanguagestoInformation
✅ https://www.youtube.com/watch?v=zjaRNfvNMTs&ab_channel=AbhishekThakur
Unicode:
✅ https://dmitripavlutin.com/what-every-javascript-developer-should-know-about-unicode/
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
⌚️ Timetable:
00:00:00 Intro
00:02:00 High level overview: Interacting with CLIP
00:26:11 High level overview: Prompt engineering for ImageNet
00:40:25 Deep dive starts: vocabulary and byte-pair encoding
00:49:00 Vision Transformer & Text Transformer explained
01:02:00 Tokenization walkthrough
01:09:25 Encoding the image
01:15:15 Encoding the text
01:23:15 Learning a linear probe
01:27:00 Tokenization of the (brain emoji)
01:29:56 Outro
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
💰 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 - https://www.patreon.com/theaiepiphany
One-time donation - https://www.paypal.com/paypalme/theaiepiphany
Huge thank you to these AI Epiphany patreons:
Eli Mahler
Kevin Stone
Petar Veličković
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
💼 LinkedIn - https://www.linkedin.com/in/aleksagordic/
🐦 Twitter - https://twitter.com/gordic_aleksa
👨👩👧👦 Discord - https://discord.gg/peBrCpheKE
📺 YouTube - https://www.youtube.com/c/TheAIEpiphany/
📚 Medium - https://gordicaleksa.medium.com/
💻 GitHub - https://github.com/gordicaleksa
📢 AI Newsletter - https://aiepiphany.substack.com/
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
#CLIP #contrastive #codewalkthrough