Welcome to my portfolio site, powered by Jekyll and deployed via GitHub Pages.
This site highlights my work in:
- 🧠 Machine Learning & Deep Learning
- ⚙️ Scalable MLOps Systems
- 🧰 LLM Infrastructure & Generative AI
- ☁️ Cloud-native AI Solutions
🔗 Live site: shisian512.github.io
-
🛠️ End-to-End MLOps Pipeline
End-to-end pipeline from data to deployment with MLflow, DVC, and Kubernetes.
Includes CI/CD automation, drift detection, and chaos engineering.
Personal project, ongoing since Jul 2025 -
📚 University Curriculum Enabling Tool (Intel)
Full-stack modular RAG system (Next.js + FastAPI + Payload CMS).
Edge-optimized for Intel XPUs with multi-env Docker + GitHub Actions.
Feb – Jul 2025, internal project – no public repo -
🧠 Enterprise GenAI Platform (Intel OPEA)
Containerized GenAI inferencing on Intel GPUs.
Migrated workflows fromsystemd→ Docker Compose and delivered PoC demos.
Nov 2024 – Jan 2025 -
🔍 Workload Services Framework (Intel WSF)
Validated AI workloads on Intel Xeon platforms, wrote test cases, and triaged bugs with JIRA.
Improved platform stability and edge case coverage.
Jul 2024 – Oct 2025 -
🎨 Deep Learning Image Colorization (Final Year Project)
Designed and trained a cGAN model to colorize grayscale images.
Evaluated results on perceptual quality and presented at academic symposium.
Oct 2022 – Jul 2023
✳ Explore more details on the full Projects Page →
- Frameworks & Tools: MLflow, DVC, FastAPI, Next.js, Payload CMS
- MLOps & Infra: Docker, Kubernetes, GitHub Actions, Prometheus, Grafana
- ML/DL: scikit-learn, TensorFlow, PyTorch
- Visualization: Tableau, Matplotlib, Seaborn
© 2025 Shi Sian Tan