Text Classification using pgvector and embeddings
PostgreSQL makes it easier to store and query vector data for AI/ML use cases with the pgvector extension.
This video shows the feature to integrate ML embeddings in AWS RDS PostgreSQL with pgvector & performing Text Classification using this.
Prerequisite:
===========
Image Classification with Vector Semantic Search using Pinecone metadata filters
• Image Classification with Vector Semantic ...
Real-Time Image Clustering using Amazon Titan Multimodal Embedding
• Real-Time Image Clustering using Amazon Ti...
Accelerating Data Processing for Gen AI Applications in Python with Pandarallel
• Accelerating Data Processing for Gen AI Ap...
Extension transforming PostgreSQL to a vector database: pgvector
• Extension transforming PostgreSQL to a vec...
Code:
======
https://github.com/SatadruMukherjee/D...
Sentence Embedding pgvector example:
https://github.com/pgvector/pgvector-...
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:
===========
embeddings
embedding vector
vector embedding
text embeddings
vector database
vector embeddings
creates an embedding vector
embedding
word embeddings
vector search
what are embeddings
cost and latency concerns in vector databases
pgvector
text classification
what is vector database
embedding function
create embeddings
text embedding
pdf embeddings
amazon titan embedding
what is embedding
vector
openai embeddings nodejs
search embeddings
#llm #pgvector #postgresql #aws