Portfolio

Thadoe Hein

AI Engineer

Specializing in NLP, Computer Vision & Generative AI

Building end-to-end AI/ML solutions with RAG, MLOps, and cloud-native architectures

About Me

AI Engineer with practical experience in NLP, Computer Vision, and Generative AI

Bio

I'm an AI Engineer with practical experience designing, training, and deploying end-to-end machine learning models for NLP, computer vision, and generative AI. My work focuses on building production-ready systems that solve real-world problems.

Proficient in model fine-tuning, RAG (Retrieval-Augmented Generation), data preprocessing, and MLOps pipeline automation using PyTorch, HuggingFace, Docker, and AWS. I've successfully integrated AI models into applications like face search engines, text summarization systems, and conversational agents.

Currently based in Bangkok, Thailand, I'm passionate about advancing AI capabilities in low-resource languages and building scalable, cloud-native ML solutions.

I don’t just build models or systems — I connect the dots between business, design, and engineering. I enjoy working with diverse teams to transform messy requirements into practical, working AI solutions.

“You already know about my past. As an exchange, I want to witness your future.” — Elysia

Education

Bachelor of Science in Computer Science

Assumption University of Thailand

GPA: 3.69 | Bangkok, Thailand

June 2022 - Oct 2025

Key Experience

ML Engineer Intern @ LU Lab

AI Engineer @ ISL

Teaching Assistant (Python, Java)

Core Expertise

PyTorch & Deep Learning
NLP & RAG
Computer Vision
MLOps & AWS
Python & SQL
Generative AI

Featured Projects

End-to-end ML systems from Computer Vision to NLP and Generative AI

Video Face Search System

Video Face Search System

Platform to search and find people across videos. Detects, tracks, and embeds faces (ArcFace), indexes them for instant lookup, and scales to large video libraries.

Computer VisionArcFaceQdrantAWSDockerNext.jsTypeScript
SimpleRAG - Document AI Assistant

SimpleRAG - Document AI Assistant

Document Q&A assistant: upload TXT, PDF, or DOCX and ask questions. Returns grounded answers with sources in real time, available as a HuggingFace Space.

RAGStreamlitFirebaseHuggingFaceNLPPython
FlanT5 News Summarization

FlanT5 News Summarization

Abstractive news‑summary model and service powered by fine‑tuned FLAN‑T5. Paste an article and get a crisp, faithful summary with key points.

PyTorchHuggingFaceFLAN-T5NLPModel Training
Burmese QA System

Burmese QA System

Generative Burmese question‑answering model and dataset. Ask in Burmese and receive fluent, context‑aware answers for low‑resource content.

mT5Low-Resource NLPTranslationHuggingFacePython

Skills & Technical Proficiency

Building production-ready AI systems that connect ideas, people, and technology.

I enjoy collaborating across disciplines — turning complex business goals into practical, deployable solutions.

Machine Learning

Scikit-learnXGBoostLightGBMRandom ForestSVMFeature EngineeringModel Evaluation

Deep Learning

PyTorchTensorFlowNeural NetworksTransfer LearningModel Fine-tuning

NLP & Generative AI

HuggingFaceTransformersLLMsRAGLangChain

Computer Vision

OpenCVInsightFaceObject DetectionFace RecognitionImage Processing

MLOps & Cloud

AWS (S3, Lambda, ECS)DockerMicroservicesAzureFirebaseGoogle Cloud Platform

Programming

PythonSQL

Data & Tools

QdrantStreamlitNext.jsData MiningModel Monitoring

Always learning, always building. Let's create something amazing together.

Let's Collaborate

Get In Touch

Open to AI/ML opportunities and collaborations. Let's connect!

Contact Information

Location

Bangkok, Thailand | Open to remote opportunities

Status

Open to AI/ML Engineer positions

Connect With Me

© 2025 Thadoe Hein.Always learning, always building.