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xrhuang10/README.md

Xirui Huang (xrhuang10)

Xirui Huang

AI/ML Engineer & Systems Design Engineering Student at the University of Waterloo

πŸ”­ I’m currently interning as a Machine Learning Intern at Wisedocs
🌱 I’m learning advanced computer vision, LLM reasoning optimization, and cloud-native architectures
πŸ“ I’m researching AVM segmentation with U-Net and optimizing LLM-based reasoning via Tree-of-Thought methods
πŸ’¬ Ask me about AI/ML, Computer Vision, LLMs, and Data Engineering
⚑ Fun fact: I ran 5K in under 25 minutes and have played soccer for 10+ years!


βš’οΈ Languages & Tools

Languages ML / CV / NLP DevOps / Cloud Data / DB
Python, C++, SQL, VBA PyTorch, TensorFlow, scikit-learn, MONAI, U-Net Docker, Kubernetes, AWS (S3, Lambda, DynamoDB, Rekognition), GCP Snowflake, PostgreSQL, ETL Pipelines, S3

πŸ“‚ Selected Projects

  • 2D U-Net segmentation for AVM and brain tumor detection from MRI/CT slices, achieving >80% accuracy on 1,000+ de-identified medical images
  • Real-time TTC bus delay prediction using River’s ADWIN and Adaptive Random Forest; ROC-AUC >0.75 on 100k+ historical and streaming data
  • Serverless photo-sharing app built with AWS Lambda, API Gateway, and DynamoDB, featuring Rekognition-based face filtering and event-driven media visibility

πŸ“ˆ GitHub Stats

GitHub Stats


πŸ“« Get in Touch

Last updated: 2025-07-27

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  1. doorsystem doorsystem Public

    C++

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    Jupyter Notebook

  3. WAT-ai/DelayNoMore WAT-ai/DelayNoMore Public

  4. trailmixer trailmixer Public

    Hackthe6ix 2025

    Python 2

  5. Phomo Phomo Public

    Python

  6. samm-o/Bastion samm-o/Bastion Public

    TypeScript