Chris Churilo
@chris_churilo
loves art, design, music, puppy dogs and SUP- oh and cool projects using vector databases like Retrieval Augmented Generation, & Product recommenders.
ID: 15952768
23-08-2008 01:37:55
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Still confused about ๐ ๐ฎ๐ฅ๐ฅ-๐ญ๐๐ฑ๐ญ ๐ฌ๐๐๐ซ๐๐ก ๐๐ง๐ ๐๐๐ฆ๐๐ง๐ญ๐ข๐ ๐ฌ๐๐๐ซ๐๐ก? Let's see how OpenAI's GPT-4o explains it through comics. ๐น Full-text search: The classic retrieval method that finds documents containing exact terms/phrases through direct keyword
Transform your workflows with Minish's product: ๐๐จ๐๐๐ฅ2๐๐๐, a lightweight, high-performance embedding technique that converts ๐๐๐ง๐ญ๐๐ง๐๐ ๐๐ซ๐๐ง๐ฌ๐๐จ๐ซ๐ฆ๐๐ซ ๐ฆ๐จ๐๐๐ฅ๐ฌ ๐๐จ๐ฆ๐ฉ๐๐๐ญ, ๐ฌ๐ญ๐๐ญ๐ข๐ ๐ฆ๐จ๐๐๐ฅ๐ฌ. It reduces model size by up to 50x and speeds
"How do I start with Milvus?" We hear you! ๐ Proud to team up with The Linux Foundation on this tutorial! Check out Milvus's Bootcamp with notebooks for building image search, RAG, AI agents & more. Stefan Webb ๐ฅ Full video: trainingportal.linuxfoundation.org/learn/video/miโฆ
Thanks, Francisco Javier Arceo, for the excellent presentation! Great observation on how the original RAG paper proposed a different method to what's commonly known as RAG these days, and the value of fine-tuning the document encoder and retriever. Feast makes it super simple to do
Day 2 of Milvus Week: Slashing costs with ๐๐๐๐ข๐ญ๐ quantization ๐ฐ As engineers, we want it allโhigher performance, lower cost, and competitive quality. What if you could compress a vector down to just ๐ ๐๐ข๐ญ ๐ฉ๐๐ซ ๐๐ข๐ฆ๐๐ง๐ฌ๐ข๐จ๐ง and still achieve over ๐๐%
๐ฐ ๐๐จ๐ฎ๐ซ ๐ฏ๐๐๐ญ๐จ๐ซ ๐ฌ๐๐๐ซ๐๐ก ๐๐ข๐ฅ๐ฅ ๐ข๐ฌ ๐ฉ๐ซ๐จ๐๐๐๐ฅ๐ฒ ๐ฐ๐๐ฒ ๐ก๐ข๐ ๐ก๐๐ซ ๐ญ๐ก๐๐ง ๐ข๐ญ ๐ง๐๐๐๐ฌ ๐ญ๐จ ๐๐. The problem: In multi-tenant apps, you're keeping inactive tenant data in expensive hot storage "just in case" they need it. Most of the time, they don't.
If you've ever wondered how vector search engines make similarity search fast, it comes down to smart indexing strategies. Milvus, created by Zilliz offers a variety of indexing methods for you to choose from: ๐ ๐ฅ๐๐ญ (๐๐ซ๐ฎ๐ญ๐-๐๐จ๐ซ๐๐): Brute-force scan without index