Extension transforming PostgreSQL to a vector database: pgvector

Published: 15 August 2024
on channel: Knowledge Amplifier

1,715

In a digital era brimming with unstructured data — from the movies and songs we enjoy to complex documents and videos — the challenge is how to effectively compare, categorize, or unearth relationships within such diverse content. The traditional rows and columns approach falls short, paving the way for a solution that views data through a numerical lens, as vectors. Enter pgvector, a pioneering open-source PostgreSQL extension designed for vector similarity search.

In this video, we are going to explore about this with in-depth intuition.

Github Link: https://github.com/pgvector/pgvector

Code is available in pinned comment.

Prerequisite:
===========
Complete Amazon Bedrock In 2.5 Hours | Learn Generative AI on AWS with Python!
   • Complete Amazon Bedrock In 2.5 Hours | Lea...
Cosine Similarity Explained With Examples & Code (Part 1) | Machine Learning with MATLAB
   • Cosine Similarity Explained With Examples ...
Cosine Similarity & Cosine Distance (Part 2) | Machine Learning using MATLAB
   • Cosine Similarity & Cosine Distance (Part ...

Check this playlist for more Data Engineering related videos:
   • Demystifying Data Engineering with Cloud C...

Generative AI on AWS:
   • Generative AI on Cloud

Apache Kafka form scratch
   • Apache Kafka for Python Developers

Messaging Made Easy: AWS SQS Playlist
   • Messaging Made Easy: AWS SQS Playlist

Snowflake Complete Course from scratch with End-to-End Project with in-depth explanation--
https://doc.clickup.com/37466271/d/h/...

Explore our vlog channel:
   / @funwithourfam

Your queries:
===========
vector database
pgvector
vector search
vector databases
vector embeddings
cost and latency concerns in vector databases
integrated vector database
what is vector database
database
databases
vector similarity search
integrated vector management
pgvector with postgresql
creates an embedding vector,using pgvector with python
postgresql vector
mongodb atlas vector search
tools to understand vectors
vector creation
vector compression
vectors

On this page of the site you can watch the video online Extension transforming PostgreSQL to a vector database: pgvector with a duration of hours minute second in good quality, which was uploaded by the user Knowledge Amplifier 15 August 2024, share the link with friends and acquaintances, this video has already been watched 1,715 times on youtube and it was liked by 25 viewers. Enjoy your viewing!

298