Projects

Publications

Deep Learning Mobile AI Healthcare IoT ECG Analysis

November 2023 View Paper

Ensemble deep learning model for real-time myocardial infarction detection on mobile devices using ECG traces.

Developed majority voting ensemble with five quantized transfer learning architectures (FP16 and INT8 formats)
Achieved 99.34% accuracy using fivefold cross-validation scheme for mobile health imaging
Created portable smartphone-based healthcare system for real-time MI and heart abnormality detection

Reinforcement Learning PyTorch OpenAI Gym Python

Mar 2025 – May 2025 GitHub

Custom OpenAI Gym-compliant Scrabble environment with multiple RL agents and comprehensive benchmarking.

Engineered environment with full rule fidelity, bag/rack simulation, and GADDAG-based prefix graph for legal move generation
Implemented Tabular Q-Learning, DQN, PPO, and Self-Play PPO agents with CNN encoders over (2 × 15 × 15) boards
Achieved 95% win rate vs. greedy/random agents using reward shaping, GAE, and top-50 move selection

Django PostgreSQL Social Platform Python

Jan 2025 – Apr 2025 GitHub

Full-stack social media platform with real-time features, content sharing, and comprehensive user engagement tools.

Developed Django REST API backend with PostgreSQL database, user authentication, and content management system
Implemented real-time messaging, post creation/editing, comment threads, and social interaction features
Built responsive frontend with modern UI/UX design patterns and seamless API integration

Transformers PyTorch EEG Python

Jan 2025 – May 2025 GitHub

Deep learning pipeline using Multi-View Transformer for neurological condition classification from 19-channel EEG data.

Designed MVT with Graph Attention, cross-view fusion, and multiscale EEG embeddings integrating time, spectral, and spatial features
Achieved 98.55% within-subject and 64.95% cross-subject accuracy, outperforming SVM, MLP, and ADformer
Generated scalp heatmaps and attention maps for enhanced interpretability of lobe-specific frequency patterns

GenAI PyTorch Docker Python

Sept 2024 – Dec 2024 GitHub

Invisible tree ring watermarking system for Diffusion Models to detect AI-generated content.

Implemented watermarking in the generation process by modifying initial noise vector in Fourier domain
Achieved perfect detection performance (AUC and TPR@1%FPR of 1.000) with negligible impact on image quality
Maintained high performance under adversarial conditions for robust AI content detection

TensorFlow NLTK SpaCy PySpark

Jan 2023 – May 2023 GitHub

Multi-class hate speech detection system using 11 Twitter datasets with advanced NLP techniques.

Developed system using 79k samples after preprocessing (URL/emoji removal, stopword removal, text normalization)
Implemented TF-IDF, GloVe, and BERT-based embeddings with ELECTRA, DistilBERT variants and various classifiers
Achieved ROC AUC 0.962, F1 Score 0.896 with ELECTRA + Logistic Regression using PCA optimization

Solidity React Web3.js Tailwind CSS

Sept 2022 – Dec 2022 GitHub

Specialized gaming NFT marketplace on Polygon network for trading in-game assets as ERC-721 tokens.

Integrated marketplace enabling players to trade characters, skins, weapons with automated royalty distribution
Processed 500+ transactions with 2-second average confirmation time
Built responsive frontend with Web3.js integration and IPFS for decentralized metadata storage

Arduino ESP32 FFT Embedded Systems

Oct 2021 – Nov 2021 Project Details

Audio spectrum visualizer with LED matrix that responds to music in real-time.

Created dynamic LED matrix display that visualizes audio frequency spectrum
Employed ESP32 microcontroller with Fast Fourier Transform (FFT) processing
Implemented programmable NeoPixels for responsive and colorful audio visualization