Essays & Guides

Writing

Technical deep-dives and build logs, published on Medium.

Mar 26, 2026

Mechanistic Interpretability: From Memorization to Steering in GPT-2

This project demonstrates how to artificially induce memorization in a small LLM like GPT-2 Small, localize the memory circuits using…

machine-learningartificial-intelligencesoftware-developmentdeep-learning
Mar 20, 2026

Getting Started (in depth )with Local LLMs-and how to set them up

You can read the blog for free here.

software-developmentartificial-intelligencemachine-learningdata-science
Mar 5, 2026

RAGAS-Validated NL-to-SQL on Postgres — Final Chapter

Not a member? Read it here for free.

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Mar 4, 2026

RAGAS‑Validated Natural Language Interface for SQL on Postgres — Day 2 Build Log​

Not a medium member? Read here for free.

data-scienceartificial-intelligencemachine-learningdeep-learning
Mar 2, 2026

RAGAS‑Validated Natural Language Interface for SQL Queries on Postgres — Day 1 Build Log

Not a medium member? Read here for free.

artificial-intelligencesoftware-developmentmachine-learningdeep-learning
Feb 21, 2026

Where can you ACTUALLY contribute to ML/DS?

Not a Medium member? Read here.

machine-learningaiartificial-intelligencedata-science
Jan 17, 2026

Building a Real-Time Fraud Detection System: Monitoring (Part 6/6)

The SRE Phase : From “It works” to “It’s healthy”.

artificial-intelligencedata-scienceaimachine-learning
Jan 17, 2026

Building a Real-Time Fraud Detection System: Containerization (Part 5/6)

Solving “It works on my machine” with Docker and uv.

software-developmentmachine-learningdata-scienceai
Jan 15, 2026

Building a Real-Time Fraud Detection System: Model Serving (Part 4/6)

Serving XGBoost predictions in 5ms using FastAPI and Pydantic.

aidata-sciencemachine-learninggoogle
Jan 15, 2026

Building a Real-Time Fraud Detection System: Model Training (Part 3/6)

Why 99% Accuracy is a Lie, and how XGBoost beat the Baseline.

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