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tammynguyen6/README.md

Hi, I'm Tammy — Nguyen Ngoc Thanh Thanh

AI Engineer · ML Engineer · NLP Researcher

LinkedIn Email


About Me

I'm an AI/ML engineer and NLP researcher specializing in automatic speech recognition (ASR), accent adaptation, and noise-robust deep learning systems. I recently graduated with a Bachelor of Computer Science (Artificial Intelligence) from Swinburne University of Technology (GPA 3.8/4.0 US scale, High Distinction) and hold an Associate of Science in Engineering from Highline College, Washington, USA.

I am the lead researcher and first author on three published/submitted papers in ASR, with all experimental design, model training, and evaluation done independently. My work has been recognized with a Best Paper Award at ICISN 2026 (Springer).


Research Publications

[MAPS] End-to-End Robust ASR with Multi-Modal Noise Detection & Accent Adaptation

Journal paper — under submission

  • Audio-visual noise detector: 1.67M params, 99.4% accuracy, ROC-AUC 0.9995, 2.65ms inference
  • Accent classifier: 99.9% accuracy
  • LoRA-adapted Whisper-Small achieves 10.08% WER, outperforming Whisper-Medium (12.32%) using only 0.36% of its parameters
  • Validated on real YouTube videos | All results: p < 10⁻¹³

[AccentAdapt-Whisper] Improving English ASR for Asian Accents via Adaptive Ensemble

Published by Springer at ICISN 2026 (Hanoi, Vietnam) — Best Paper Award

  • 17% relative WER reduction: 14.98% → 12.43%
  • CNN accent detector: 99.82% accuracy in < 50ms, no fine-tuning required
  • t = 11.32, p < 0.001, Cohen's d = 0.21

[CITA 2025] Automated Speech-to-Text Captioning & Noise Robustness using OpenAI Whisper

Published by Springer at CITA 2025DOI: 10.1007/978-3-032-00972-2_31

  • WER reduced: 18.08% → 4.75%
  • Scottish English WER: 18.18% → 9.09% via phonetic normalization
  • BLEU score: 0.83 → 0.91

Featured Projects

Rehab AI — AI-Powered Home Rehabilitation System

Graduation Capstone · Team of 7 · My role: AI Engineer

An intelligent rehabilitation platform for elderly users, delivered to a real client across 8 Agile sprints.

  • AI modules I built: TTS voice guidance (pyttsx3), pain recognition (MediaPipe Face Mesh, 6-state, 85% CPU reduction), AI chatbot with contextual response generation
  • 91.7% pose estimation accuracy using MediaPipe
  • Stack: FastAPI · React · TypeScript · MediaPipe · WebSocket · MySQL · Docker · JWT

Tech Stack

AI / ML

Python PyTorch HuggingFace OpenAI scikit-learn MediaPipe IBM Watson

Specializations: ASR · NLP · LoRA / PEFT · CNN · ResNet · Ensemble Methods · Generative AI · Prompt Engineering

Backend & APIs

FastAPI Flask PHP Java

Frontend & Tools

React TypeScript JavaScript Docker MySQL Git


Awards & Certifications

Award / Certification Issuer Year
Best Paper Award ICISN 2026, Springer 2026
Most Innovative Award Swinburne Vietnam Hackathon 2024
AI Fundamentals & Applications (×7) IBM / Coursera 2024

Education

Degree Institution GPA Year
B.S. Computer Science (Artificial Intelligence) Swinburne University of Technology, Vietnam 3.8 / 4.0 2026
Associate of Science in Engineering Highline College, WA, USA 3.6 / 4.0 2019

Languages

🇻🇳 Vietnamese (Native) · 🇺🇸 English (Fluent — IELTS 7.5–8.0 equivalent) · 🇰🇷 Korean (Basic — TOPIK I)


Popular repositories Loading

  1. rehab-ai rehab-ai Public

    Graduation Capstone · AI-powered home rehabilitation system for elderly users with TTS voice guidance, real-time pain recognition, and AI chatbot — built with FastAPI, React, and MediaPipe

    TypeScript

  2. tammynguyen6 tammynguyen6 Public

    AI Engineer · NLP Researcher · ASR Specialist

  3. accent-adapt-whisper accent-adapt-whisper Public

    Best Paper Award · ICISN 2026 (Springer) · Improving English ASR for Asian Accents using Adaptive Ensemble Methods

  4. whisper-video-captioning whisper-video-captioning Public

    Published by Springer at CITA 2025 · Automated Speech-to-Text Captioning & Noise Robustness using OpenAI Whisper

  5. maps-asr maps-asr Public

    Under submission · End-to-End Robust ASR with Audio-Visual Noise Detection and LoRA Accent Adaptation