Projects

A collection of data science and machine learning projects that solve real-world problems.

Projection Mapping in Unity3D

Data Engineering

Spatial calibration + blending for multi-projector image/video content, in Unity3D.

Arc-Mode Classification + PyQt GUI

Deep LearningComputer VisionPython

Deep-learning pipeline that classifies arc appearance modes from high-speed video, with a PyQt analysis GUI.

datalanguagemodelnlptokenstextvectorvocab

Multitask NLP Classifier with BERT

NLPDeep Learning

Multitask BERT for paraphrase detection, semantic textual similarity and sentiment analysis.

Moving-Object Classification from a Single Line

Deep LearningComputer Vision

Deep CNN that classifies vehicles using only single-line pixel input from traffic videos.

datalanguagemodelnlptokenstextvectorvocab

LLM Fine-Tuning & Local Inference

NLPDeep Learning

Fine-tuning open-source LLMs with LoRA and running them locally via Ollama and llama.cpp.

ESRGAN-MultiBand: Sentinel-2 Super-Resolution

Deep LearningComputer Vision

Super-resolution for multiband satellite imagery — adapted ESRGAN with domain-specific perceptual loss.