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hei1sme/README.md
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πŸŽ“ AI Researcher | πŸ”¬ Founder of SpeedyLabX

Building transparent, data-driven intelligence for social impact.

Portfolio LinkedIn Email SpeedyLabX


πŸ“° Latest Highlights

πŸ† Published at AJCAI 2025: My paper on Proactive Air Quality Forecasting has been accepted by Springer!
πŸŽ™οΈ New Research: Achieved 33.09% WER on Vietnamese ASR using a custom 5.4M param CNN-BiLSTM model.
✍️ Blog: Wrote about my journey into AI β€” Read here.


🧐 About Me

I am a second-year Artificial Intelligence major at FPT University (GPA: 8.0/10.0) and the Founder of SpeedyLabX, a student-led research lab bridging academic theory with real-world application.

πŸ“ Note: I publish research under the international name Gia-Hung Nguyen Le.

My work lies at the intersection of Deep Learning, Time-Series Forecasting, and Explainable AI (XAI). I don't just train models; I build end-to-end systems that are interpretable and deployable.

  • πŸ”­ I’m currently working on: MERR-GAT: fusing Wav2Vec 2.0 (Audio) & RoBERTa (Text) via Graph Attention Networks for explainable emotion recognition.
  • 🌱 I’m currently learning: RAG Agents (NVIDIA), Advanced MLOps.
  • πŸ’¬ Ask me about: Transformer Architectures, SmokeNet, or how to lead a student research team.

πŸ“š Selected Publications & Research

Project Role Architecture/Tech Impact/Status
SmokeNet: Air Quality Forecasting Lead Author Transformer, SHAP, Integrated Gradients βœ… Published @ AJCAI 2025 (Springer)
Reduced MAE by 35.9% vs XGBoost.
End-to-End Vietnamese ASR Co-Researcher CNN-BiLSTM (Residual), CTC Loss πŸ”„ In Progress
Trained on 745 hours of speech.
Achieved 15.28% CER with only 5.4M params.
MERR-GAT: Multimodal Emotion Recognition Co-Lead / Corresponding Author Wav2Vec 2.0, RoBERTa, GATv2 πŸ§ͺ In Progress
Novel fusion of acoustic & textual features via Dynamic Graph Attention Networks for explainability.

πŸ› οΈ Technical Arsenal

Languages Python C++ SQL LaTeX

AI & Data Science PyTorch TensorFlow Hugging Face Scikit-Learn Pandas OpenCV

Tools & Platforms Docker Git Streamlit WandB


πŸ“œ Certifications

  • πŸ“œ NVIDIA: Building RAG Agents with LLMs
  • πŸ“œ IBM: Full Stack Software Developer Professional Certificate
  • πŸ“œ IBM: Data Science Fundamentals with Python and SQL

πŸ”¬ Research Profiles

Google Scholar ORCID Scopus Web of Science


πŸ“Š GitHub Stats

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"The best way to predict the future is to invent it."

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  1. SpeedyLabX/melbourne-air-quality-forecast SpeedyLabX/melbourne-air-quality-forecast Public

    A Proactive Air Quality Forecasting and Health Alert System for Melbourne. This project fuses multimodal data (satellite, social media, sensors) and leverages advanced ML/AI models (Transformer, XA…

    Jupyter Notebook

  2. SpeedyLabX/ser-conformer-gat-xai SpeedyLabX/ser-conformer-gat-xai Public

    Multimodal SER with Compact Conformer (audio) + BERT/RoBERTa (text) + GAT fusion, with XAI visualizations (attention/shap). Target datasets: IEMOCAP (train/eval), RAVDESS/MELD (generalization).

    Python

  3. ms-rewards-automation ms-rewards-automation Public

    Microsoft Rewards Automation Bot A Python script that automates Microsoft Rewards tasks using Selenium and Microsoft Edge. It performs Bing searches, completes Daily Set activities, and logs reward…

    Python 8 3

  4. hei-portfolio hei-portfolio Public

    ✨ Personal portfolio website built with Next.js, TypeScript, and Tailwind CSS to showcase Le Nguyen Gia Hung’s profile, skills, projects, and contact info with smooth animations and responsive design.

    TypeScript

  5. linkedin-auto-connect linkedin-auto-connect Public

    Browser extension that automates LinkedIn connection requests directly from search results and recommendations. Built for Chromium-based browsers with a lightweight setup and intuitive interface.

    JavaScript

  6. git-github-book git-github-book Public

    Comprehensive guide on using Git & GitHub for professional software development and teamwork.