Portfolio & Systems

A curated selection of machine learning engineering projects, deep learning research, automated inference pipelines, and production systems across the ML lifecycle.

VinDr-Mammo: Deep Learning & Vision-Language Modeling for Mammography Medical Imaging & Deep Learning

VinDr-Mammo: Deep Learning & Vision-Language Modeling for Mammography

Applied deep learning research and experimentation on high-resolution mammography imaging: dataset preprocessing, feature extraction, and vision-language model fine-tuning for BI-RADS assessment.

PyTorchComputer VisionMedical ImagingHugging FaceDeep LearningBI-RADSVLM
GitHub Live Demo
Production ML Lifecycle & Multi-Dataset Inference Service ML Systems & MLOps

Production ML Lifecycle & Multi-Dataset Inference Service

An end-to-end machine learning system covering dataset preprocessing, model training, cross-validation evaluation, model serialization, containerization with Docker, and real-time inference with FastAPI.

PythonFastAPIDockerScikit-LearnMLOpsModel ServingPytest
GitHub Live Demo
Deep Learning Speech Processing & Audio Intelligence Deep Learning & Speech ML

Deep Learning Speech Processing & Audio Intelligence

Fine-tuning, evaluation, and optimization of deep learning architectures for speech recognition (ASR) and synthesis (TTS) using PyTorch, Hugging Face, Whisper, and state-of-the-art voice models.

PyTorchHugging FaceWhisperWhisperXASRTTSAudio MLInference
GitHub
High-Throughput Model Serving & GPU Inference Infrastructure ML Systems & Model Serving

High-Throughput Model Serving & GPU Inference Infrastructure

Production-oriented model serving and deployment on Linux systems using vLLM and Ollama. Engineered high-concurrency inference pipelines, WebSocket endpoints, and containerized serving infrastructure.

vLLMOllamaLinuxFastAPIDockerGPU InferenceModel Serving
GitHub
Minimalist Snake Mobile Game Side Projects & Software

Minimalist Snake Mobile Game

A clean and distraction-free Flutter recreation of the classic arcade game with a modern touch and interactive apples.

FlutterDartAndroidMobile UI
Live Demo