Machine Learning Engineer & Researcher
B.Tech Computer Science student at DES Pune University, exploring machine learning, automation, and computational systems, with interests spanning mathematical and physical theory to practical software and hardware implementations. IEEE-published researcher with hands-on industry experience.
Working on applied Machine Learning and MLOps pipelines. Developing and deploying scalable ML solutions in a virtual environment — gaining hands-on experience across the full model lifecycle.
Led development of an autonomous drone system with variable payload capabilities using the Pixhawk flight controller. Integrated computer vision for navigation and payload management across versatile field tasks.
Architected and deployed a cross-platform inventory management system for Android and iOS. Built the complete tech stack with React Native, Express, SQLite, and real-time synchronization capabilities.
A lightweight, production-ready Python library for No-Reference Image Quality Assessment (NR-IQA).
CLI that generates Manim animation code from natural-language prompts via OpenRouter, then renders it immediately.
Smart home integration using ESP32 for remote PC control with Alexa voice commands. Explores edge computing and IoT protocols.
Cross-platform mobile app with real-time inventory tracking and automated alerts. Built with React Native and Express.
As an undergraduate researcher, I focus on building computationally efficient ML systems. My current work explores model selection, ensemble routing, and sensor-integrated learning.
Proposes a dynamic routing pipeline for No-Reference Image Quality Assessment that avoids full-ensemble execution. A lightweight gradient-boosted classifier selects the optimal IQA model from a diverse pool of traditional (BRISQUE, NIQE) and deep-learning (MANIQA, HyperIQA) algorithms based on low-cost perceptual features — achieving performance competitive with the best individual model at a fraction of the computational cost.
DOI: 10.1109/ETFI68128.2026.11484766 · ORCID: 0009-0009-2696-2519
@INPROCEEDINGS{11484766,
author={Maddel, Arya and Patil, Ratnajeet and Bhavsar, Tiya
and Gajbahar, Anisha and Jaiswal, Swati and Joshi, Prachi},
booktitle={2026 International Conference on Emerging Technologies
and Future Innovations (ETFI)},
title={Adaptive Hybrid Architecture for NRIQA},
year={2026},
pages={1-7},
doi={10.1109/ETFI68128.2026.11484766},
month={Feb},
}
Awarded first place in the "AI For Humanity" competition organized by DES Pune University in collaboration with IEEE Pune Section and its Computer Society, I&M Society, and Student Branch chapters.
Secured the first prize in the Inter Department Project Competition (NIRMITEE) at Sou. Venutai Chavan Polytechnic, Sinhagad Institutes.