Projects
A collection of my research projects, machine learning experiments and much more
FAQ-Layout: Quantum Circuit Routing
Quadratic Assignment Problem (QAP) pre-placement pass using FAQ heuristic with random multi-start and discrete 2-opt refinement to minimize SWAP gate overhead in quantum circuit routers (Qiskit SABRE & PyTKET).
ATLAS Tile Calorimeter Energy Reconstruction
Linear energy reconstruction algorithm using Ordinary Least Squares with a 7-sample sliding window to reconstruct particle collision energy from digital detector samples at HL-LHC for CERN HSF ATLAS.
ATLAS PRMON Process Anomaly Detection
Automated performance monitoring and anomaly detection using prmon process metrics (RSS, VMS, active processes). Leverages symmetric Autoencoders with reconstruction error thresholding to flag memory leaks and anomalous bursts.
Comparative Analysis for AutoEncoders
Comprehensive comparison of Standard Autoencoder and Variational Autoencoder (VAE) architectures for reconstruction and generative modeling using MNIST. Detailed in my blog posts.
MAKE-RB
Kivy mobile application integrating Firebase realtime backend and smartphone motion/accelerometer sensors to detect, record, and map road anomalies and potholes in real-time.
RPS-GO
Interactive multiplayer Rock Paper Scissors computer vision game built using custom-trained YOLOv8 for hand gesture recognition and OpenCV for frame processing and live scoring.