Skip to content

shisian512/shisian512.github.io

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

23 Commits
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

👋 Shi Sian Tan — Machine Learning Engineer

Welcome to my portfolio site, powered by Jekyll and deployed with GitHub Pages.
This site showcases my work in:

  • 🧠 Machine Learning & Deep Learning
  • ⚙️ Scalable MLOps Systems
  • 🧰 LLM Infrastructure & Generative AI
  • ☁️ Cloud-native AI Solutions

Visit the live site 👉 shisian512.github.io

🚀 Projects Featured

  • 🛠️ Logistic Regression MLOps Pipeline
    End-to-end pipeline from data to deployment, built with MLflow, DVC, and Kubernetes.
    CI/CD, drift detection, and chaos engineering included.
    (Personal project, ongoing since July 2025)

  • 📚 Curriculum LLM Platform
    A full-stack modular RAG system with Payload CMS + FastAPI backend + Next.js frontend.
    Built for edge inference on Intel XPUs with multi-env Docker and GitHub Actions.
    (Feb–Jul 2025, internal project – no public repo)

  • 🧠 Enterprise GenAI Platform (Intel OPEA)
    Containerized GenAI inferencing on Intel XPU: Docker Compose, systemd migration, PoC demos.
    Reduced developer friction, optimized inferencing workflows.
    (Nov 2024 – Jan 2025)

  • 🔍 AI Workload Validation (Intel WSF)
    Validated AI workloads on Intel Xeon, wrote test cases, triaged bugs with JIRA.
    Focused on platform-level edge case coverage and stability.
    (Jul 2024 – Oct 2025)

  • 🎨 Deep Learning Image Colorization FYP
    Built a cGAN model to colorize grayscale images.
    Trained on paired datasets, evaluated perceptual quality.
    (Oct 2022 – Jul 2023)


✳ Want more details? See the full Projects Page →

🔧 Built With

  • Jekyll + Minimal Mistakes Theme
  • GitHub Pages for hosting
  • Markdown for content

📬 Contact


© 2025 Shi Sian Tan.

About

Portfolio

Resources

Stars

Watchers

Forks