Embeddings

Technical blog posts and working notes on AI systems, modeling, and production lessons.

Published on
February 21, 2025
nlp vector-databases embeddings
Vector Databases Explained: Architecture and Selection Guide
Understand how vector databases work under the hood, when to use them, and how to choose between Pinecone, Weaviate, ChromaDB, and Qdrant for your application.
Published on
December 8, 2024
nlp embeddings deep-learning
Understanding Text Embeddings: From Words to Meaning
A guide to text embeddings from Word2Vec to Sentence Transformers—how they work, when to use each type, and practical implementation patterns.