rom1504/clip-retrieval

Easily compute clip embeddings and build a clip retrieval system with them

👋

Hi, I'm Romain Beaumont aka rom1504. I build and deploy ML infra to solve important problems.

Recent work:

• LLMs at YouTube
• KNNs at Criteo
• Laion5B and OpenClip in open source ML
• Mineflayer and PrismarineJS in open source javascript

🗒 Blog posts

• Semantic search at billions scale
• Semantic search with embeddings: index anything - Building scalable semantic retrieval from image, text, graph, and interaction data
• Image embeddings - Image similarity and building embeddings with modern computer vision
• Learning computer vision - A short introduction to computer vision

Blog posts with laion

• open coca
• clip H/14 index
• Laion translated and laion coco
• Clip H/14
• Laion aesthetic
• Laion400m and laion5B

Selection of papers

Google scholar

• Reproducible scaling laws for contrastive language-image learning
• Laion-5b: An open large-scale dataset for training next generation image-text models
• LAION-400M: Open Dataset of CLIP-Filtered 400 Million Image-Text Pairs

🔗 Links