🚀 Implement semantic search in #Postgres in just 15 minutes. Pure SQL, no ML expertise needed.
🐘 Use pgml and pgvector extensions
🔢 Convert text to embeddings
⚖️ Measure vector similarity
📈 Optimize with HNSW indexes
👇
dlvr.it/TFZyVt
#AIsearch #databasedev
How to build a better search engine for @ycombinator job listings 🧠💻
Our guide shows you how to:
1⃣ Extract structured data from job listings
2⃣Create semantic embeddings for intelligent matching
3⃣Perform context-aware searches beyond simple
keywords
Powered by @runtrellis & the @postgresml SDK, Korvus
👇Tutorial: postgresml.org/blog/korvus-t…
PostgresML now supports Llama 3.2 🦙
🦉 Free for all Serverless Database users
🐘 Bring models to your data, not vice versa
✨ Smaller models, bigger capabilities
Read on in the blog: [dlvr.it/TDlprd dlvr.it/TDlprh
Ever wondered how RAG works inside a database?
Check out our latest chatbot ➡️
It performs RAG over all of Wikipedia, using open-source models directly in Postgres.
✨Full RAG workflow in one SQL query
🐘In-database processing
🌎100% open-source
Try it: postgresml.org/chatbot
What do you think about in-database ML?
#chatbots #RAG #OpenSourceAI
Replying to @consulted_graph
👏 we love to see it.
Cheers to more projects that move the models to where the data lives instead of the other way around.
Get all the details on the blog ⬇️
postgresml.org/blog/announci…
🚀 postgresml-django
Seamlessly integrate ML/AI with #django ORM
✨ Automatic in-database embeddings
🔍 Vector similarity search
🧠 ML-powered Django projects
Try it now, let us know what you think.
github.com/postgresml/postgr…
PostgresML retweeted
PostgresML is an excellent AI extension to your pSQL database for training, using, and connecting AI 40x faster.
Check out what @sudowrite pulled off with their #RAG stack using PostgresML:
⚡️ Whipped up a prototype in just 3 hours
📈Now crunching 1M+ calls/hour like it's nothing
🐘 Doing all this fancy AI stuff inside their database
Get the details here 👉 [postgresml.org/blog/sudowrit…]
PostgresML retweeted
Bony Bean@bonybean14 Jul 2024
United States
United StatesConnected via United States Android AppAccount-level information, not a live location or per-post device.
Explore the groundbreaking Korvus project, a game-changer for building RAG workflows! This open-source tool leverages PostgresML for in-database machine learning, offering a unified, efficient approach. Learn more: ift.tt/ysPAOro
PostgresML retweeted
Want to do RAG on websites all with one DB call?
The team at @postgresml posted an amazing blog on how to use Firecrawl with their Korvus SDK which unifies the entire RAG pipeline in a single database query.
Check it out below 👇
Too many enterprise AI/ML apps are out of date before they launch, and unmaintainable long term. 🙃
Why?
Complex data pipelines. X-functional teams work across multiple quarters to get it right. Isn't there a better way?
Read on in the blog.
⬇️
dlvr.it/TBd1P9
Want to see how devs are using PostgresML? 🦉
Check out this great rundown from @Krishnaik06 ⬇️
dlvr.it/TBX8HX
🏁RAG Retrieval Speed Showdown
We conducted a hands-on speed comparison of the most popular #rag retrieval systems:
1⃣@pinecone + @huggingface
2⃣ @qdrant_engine + HuggingFace
3⃣ @weaviate_io + HuggingFace
4⃣ @zilliz_universe + HuggingFace
5⃣ @postgresml via Korvus
The results? A performance gap of nearly 10x between the fastest and slowest system.
👉 Dive into the full post to get the details and analysis.
postgresml.org/blog/a-speed-…
"Open source AI is important, not because of some pedantic definition by some pseudo-official body like OSI — it’s important because of the power and incentive structures that pervade our society."
Read on in our blog ➡️
dlvr.it/TB2BBw
PostgresML retweeted
In my experience, the accuracy gap between open-source and proprietary is negligible now and open-source is cheaper, faster, more customizable & sustainable for companies!
No excuse anymore not to become an AI builder based on open-source AI (vs outsourcing to APIs)!
Excited to announce support for #Meta #Llama 3.1 in PostgresML Cloud!
Get the details on our blog ➡️
dlvr.it/T9zdGm
PostgresML retweeted
Re-ranking retrieved results can be a powerful boost to the relevance of your response. With a managed index like @postgresml that's as easy as passing an extra parameter or two. Check out their guest post on our blog: llamaindex.ai/blog/improving…










