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SunoBB/README.md

Hi there, I'm Suno 👋

Crafting dependable systems, polishing data stories, and racing algorithms for fun.

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🚀 Quick Snapshot

  • 🇻🇳 Hà Nội based student & HiNET intern keeping terminals busy almost 24/7.
  • 🧠 Loves Pythonic data science, systems scripting, and sharpening C++ competitiveness.
  • 🗃️ Databases I trust daily: PostgreSQL, MySQL, MongoDB.
  • 🧪 Current experiments: automation frameworks, reproducible research notebooks, and low-level optimizations.
  • 🎯 Philosophy: build resilient tooling, document it well, share the journey.

🧱 Tech Wardrobe

Python C++ C# Bash R Git PostgreSQL MySQL MongoDB Node.js Selenium OpenCV

Toolbox comfort zone: Linux · VS Code · PyCharm · RStudio · GitHub Actions · Jupyter

📈 GitHub Pulse

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🧩 Selected Builds

Project Snapshot Stack
PoTral – Automated Traffic Fine System CV pipeline to flag red-light violations and auto-extract license plates; traffic-light state recognition + plate localization ready for OCR. OpenCV · NumPy (CV2)
Helmet Detection using YOLOv5 Real-time helmet detection with YOLOv5; preprocessing/augmentation flows and OpenCV dashboards to track training. YOLOv5 · OpenCV · NumPy
DreamChaserHub — Scholarship Platform Backend for scholarship recommendation/management with AI recs, reminders, notifications, and WebSocket updates. FastAPI (async) · PostgreSQL/AsyncPG · JWT/RBAC · APScheduler · Docker

🛠️ Recent Projects

  • PoTral – Automated Traffic Fine System (Aug 2022) · CV pipeline to flag red-light violations and auto-extract license plates; traffic-light state recognition + plate localization in OpenCV/NumPy (CV2) for downstream OCR. GitHub
  • Helmet Detection using YOLOv5 (Jul 2024 – Feb 2025) · YOLOv5 model for real-time helmet detection; preprocessing/augmentation flows, OpenCV dashboards for monitoring; tuning hyperparameters for higher mAP.
  • DreamChaserHub — Scholarship Platform (2024 – Present) · Backend lead: modular REST APIs (auth, users, scholarships, applications) with Pydantic + custom middleware; AI recs via Google Gemini with Loguru monitoring; scheduled reminders (APScheduler), SMTP notifications, WebSocket pushes; optimized async PostgreSQL with JWT-based RBAC; Docker Compose + OpenAPI/Swagger docs.

🏆 Competitive Playground

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Staying sharp with daily contests, code golf, and editorial write-ups.

🧭 Currently Navigating

  • Designing automation scripts to keep research reproducible (think data pipelines, makefiles, lint hooks).
  • Building resilient backend services that can survive messy data and even messier users.
  • Writing about learning paths at SunoBB.github.io so others can skip avoidable errors.

🗓️ Milestones Timeline

2024 Launched the automation kit powering my research & internship reports.
2023 Joined HiNET as an intern, focused on data quality and Python tooling.
2022 Published competitive programming snippets and first contest write-ups.
2021 Fell in love with Linux customization, dotfiles, and productivity scripts.

🎧 Vibes & Habits

  • ⏰ Prime coding hours: 11 PM – 2 AM with lo-fi beats or city pop on loop.
  • 📚 Current reads: “Designing Data-Intensive Applications” & “Competitive Programmer’s Handbook”.
  • 🍵 Rituals: pour-over coffee for serious debugging, jasmine tea for story writing.
  • 🎮 Breaks: rhythm games + speedcubing to keep reflexes crisp.

📬 Connect

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“Code boldly, document lovingly, refactor relentlessly.” — SunoBB

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