Posts

All the articles I've posted.

• Storing embeddings in PostgreSQL using PgVector

  Posted on:October 19, 2023 |  at 08:40 PM

  In this post, I talk about using Postgres database and PgVector to store vector embeddings in the database; we will also talk about querying embeddings, speeding the queries using indexes.

• Understanding Embeddings

  Posted on:October 7, 2023 |  at 03:00 PM

  In this post I talk aobut the concept of embeddings in Machine Learning. How they are a useful tool for multiple applications such as Search, Clustering, etc. I also provide a code walkthrough of generating word embeddings for English words and sentences using OpenAI embeddings and GTE embeddings.

• Writing a Faster S3 URL Signer

  Posted on:September 27, 2023 |  at 08:00 PM

  This post talks about the challenges we faced with Boto3's S3 URL signer and explore how we built our own S3 URL signer that is 10 times faster.