Projects
A collection of AI/ML, software, and research projects I've built and shipped.
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Automatic Number Plate Recognition (ANPR) System
Multi-stage detection pipeline using YOLOv8 for vehicle identification and custom-trained model for precise licence plate localisation, achieving 95%+ accuracy. Integrated SORT algorithm for unique ID assignment and SciPy Linear Interpolation for occluded frame reconstruction.
Deep RL Agent for "The World's Hardest Game"
60FPS real-time browser-to-Python communication via WebSockets. DQN agent with Experience Replay across a 48-dimensional state space. Novel Euclidean reward function reduced average training time by 35% and improved stability across diverse game levels.
Multimodal VLM Fine-Tuning Pipeline (Inovako)
Spearheaded fine-tuning of Llama 3.2 Vision and Qwen 2.5-VL to classify industrial materials from metadata and images with high precision. Implemented LoRA and 16-bit quantization to optimize a 3B parameter VLM, reducing memory footprint by 40% for mid-range GPU training.
Credit Default Prediction ML Pipeline
End-to-end pipeline on 100K+ loan applications (Python + SQL). AUC of 0.88. Grid-search optimization of Random Forest and Gradient Boosting achieving 82% accuracy. Improved early-warning detection by 25%, leading to 15% reduction in bad-debt provision at BNP Paribas TEB.
Multimodal Recommendation & Moderation System (Wibto)
Designed multimodal recommendation system that increased user retention. Automated detection for 98% of sensitive content and spam via AI-driven pipelines. Deployed with FastAPI backend and integrated into a cross-platform React + Swift ecosystem.
AI/ML Portfolio Website
This multi-page portfolio built with vanilla HTML, CSS, and JavaScript. Features particle animations, typewriter effects, glassmorphism cards, project search/filtering, EmailJS contact form, and a fully dark AI/ML design aesthetic.