Blogs

Graph RAG

NLP

Approach uses an LLM to build a graph-based text index in two stages: first to derive an entity knowledge graph from the source documents, then to pregenerate community…

CI/CD Pipeline Documentation

System

This document outlines the CI/CD pipeline configuration for deploying a Docker container to an EC2 instance using GitHub Actions, Amazon ECR (Elastic Container Registry)…

Setting up Conda Environment for ML Projects

System

This blogpost is written for myself as I keep forgetting the steps to set up a conda environment for my ML projects.

Suraj Jaiswal and Ayush Shrivastava

Process and Screen

System

To know the owner of the process

Suraj Jaiswal and Siddhesh Dosi

Logistic Regression using the Pyro

Regression

Here we implement Logistic Regression using the Pyro library.

Image Super Resolution

Deep Learning

The central aim of Super-Resolution (SR) is to generate a higher resolution image from lower resolution images. It is basically the process of retrieving the underlying high…

Baysian Linear Regression blog

Regression

Bayesian

Welcome to my blog on Bayesian linear regression, where we explore the power of this technique. While traditional linear regression provides point estimates, Bayesian linear…

Plots for bayesian LR

Baysian Linear Regression

\[ y = \boldsymbol x^T\boldsymbol\theta + \epsilon\,,\quad \epsilon \sim \mathcal N(0, \sigma^2) \] Where $ $ is the noise from normal distribution with variance \(\sigma^2\)…