WRITINGS

Explorations in Math, Machine Learning, and Software Engineering.

Policy Iteration Algorithm in a Nutshell
August 4, 20255 min read

Policy Iteration with Maze Example.

Iterative Policy Evaluation in a Nutshell
August 3, 20257 min read

Check if an agent is doing the right thing with Policy Evaluation Methods

RL in a Nutshell
August 2, 20253 min read

Reinforcement learning is about an agent learning to make better decisions through trial and error to maximize long-term rewards. What does that entail in practice?

Tech stack for rapid prototyping applications
June 3, 20255 min read

In this blog I will focus on the ways in which I set up a backend and frontend to do rapid prototyping of full stack applications.

Logistic Regression with Gradient Descent
January 19, 202512 min read

Details on how the gradient decent algorithm is implemented.

Importance of Maximum Likelihood Estimation for Machine Learning
January 11, 202511 min read

In this blog post I explain how the Maximum Likelihood Estimator is used in Machine Learning.

Scaling LLMs with Triton Inference Server: A Hands-on Guide
November 11, 202412 min read

Get hands-on experience with deploying Large Language Models (LLMs) at scale using NVIDIA's Triton Inference Server.

Term Frequency-Inverse Document Frequency
August 1, 20223 min read

In this tutorial we will look at what TF and IDF are and how they can be use to process text data in Machine learning.

Large Scale Vector Comparison
July 9, 20224 min read

In this post, we will look at the quora qna dataset and aim to encode and compare all question pairs. The purpose of is to look at a real dataset.

Comparing Vectors with Cosine Simlarity Function
July 4, 20227 min read

This tutorial will focus on the math behind text vector similarity using numpy, pytorch, and stentence-transformers libraries in python.

D3 Tutorial
December 24, 20196 min read

In this post, I outline-solid the ways in which d3 library works with the <svg> elements.

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