Deep dives into engineering decisions, mathematical intuitions, and lessons from building real AI systems.
A deep dive into the engineering decisions behind a fraud detection system — analyzing image manipulation artifacts using Tesseract OCR, OpenCV matrix transforms, and an async FastAPI microservice architecture.
Repo-Analyzer with Visual Dashboard is a full-stack GitHub analytics platform that analyzes repositories and transforms raw development data into interactive engineering insights. Built using FastAPI, JavaScript, Chart.js, and GitHub REST APIs, the system provides contributor analytics, commit trends, branch activity tracking, and repository health visualization through a scalable and modular dashboard architecture.
Exploring mathematical shortcuts and linear algebra hacks to reduce computational overhead in statistical models — including covariance matrix tricks and determinant-based multicollinearity detection.
Why Jupyter Notebooks are not enough. A practical guide to transitioning from exploratory data analysis to production-ready ML deployment — pipelines, serialization, API wrapping, and monitoring.