AIR Md. Aminul Islam RonyData Science · IIT Madras

Projects

Selected work

Three projects spanning end-to-end MLOps engineering, full-stack web development and browser automation tooling.

[1] MLOps · End-to-End ML System

FinPredict : Intelligent Loan Approval System

Mar 2026 – May 2026 · XGBoost · FastAPI · MLflow · Apache Airflow · DVC · Docker · Prometheus · Grafana · Alertmanager Abstract

FinPredict tackles the problem of manual, inconsistent loan approval decisions in financial institutions. An XGBoost classifier trained on 52,000 loan records predicts approval or rejection, served through a FastAPI REST API and containerized with Docker Compose. The full MLOps lifecycle is covered: DVC and Airflow for reproducible, automated data pipelines, MLflow for experiment tracking, and Prometheus + Grafana + Alertmanager for real-time monitoring with automated alerts on latency, errors, and data drift.

85.02%Accuracy
88.84%F1-Score
81.88%ROC-AUC
Technologies

Python, XGBoost, Scikit-learn, MLflow, DVC, Apache Airflow, FastAPI, Docker, Docker Compose, Prometheus, Grafana, Alertmanager, React.js, Pandas, NumPy, Pytest, Git, GitHub

GitHub Repository →
[2] Distributed Computing · Benchmarking

Distributed Data Processing & Performance Benchmarking

Apr 2026 – May 2026 · Ray · Apache Spark · PySpark Abstract

Developed distributed data pipelines in both Ray and Apache Spark to process large-scale datasets, then benchmarked ingestion, cleaning, joining, transformation, and write performance across a two-node cluster. Processed 72.4M+ records and found Ray to be 17% faster overall, while Spark used less peak memory — a practical comparison of two dominant distributed computing frameworks.

72.4M+Records Processed
17%Faster with Ray
Technologies

Ray, Apache Spark, PySpark, Python, Pandas, PyArrow, NumPy, Matplotlib, Seaborn

GitHub Repository →
[3] Full-Stack · MERN

KIIT International Student Portal

Feb 2024 – May 2024 · React.js · Vite · Tailwind CSS · Node.js · Express.js · MongoDB · Firebase Abstract

A full-stack platform designed to streamline the visa renewal process for international students at KIIT University, facilitating communication and secure document exchange between students and the International Relations Office (IRO) to prevent visa expiry fines. Implemented Firebase Authentication with OAuth/JWT-based authorization for secure access control, a Node.js/Express.js backend for data storage and communication with MongoDB, and digital document upload/management using Multer middleware. RESTful APIs were designed for efficient frontend–backend and database communication.

Technologies

HTML5, CSS3, JavaScript, React.js, Vite, Tailwind CSS, Node.js, Express.js, MongoDB, Firebase, OAuth/JWT, Multer, REST APIs

Live Site → GitHub Repository →
[4] Browser Automation

AMT — Task Automation Extension

Aug 2023 – Oct 2023 · JavaScript · HTML5 · CSS3 Abstract

A browser extension built to automate task selection and acceptance for data-entry jobs on microworkers.com, improving user efficiency and earnings. Designed and optimized a real-time job selection and acceptance algorithm to reduce manual effort, with integrated notification features to alert users about task acceptance — built to run seamlessly across desktop and mobile browsers.

Technologies

HTML5, CSS3, JavaScript

GitHub Repository →