Building production-ready data pipelines and agentic AI systems that solve real-world problems in manufacturing, finance, and cybersecurity.
I'm a Data & AI Engineer with 5+ years of experience designing scalable data platforms, deploying Generative AI solutions, and bridging technical execution with business impact. My background spans:
| Domain | Experience |
|---|---|
| Generative AI | RAG architectures, LangChain/LangGraph, LLM orchestration (Mistral, Ollama), agent workflows, OpenWebUI |
| Data Engineering | ETL/ELT pipelines, SQL optimization, PostgreSQL/MySQL/Snowflake, AWS (S3, EC2, Lambda), Docker/Kubernetes |
| Backend & APIs | Python (FastAPI, pandas), Node.js, REST API design, async workflows, CI/CD, Git |
| Finance & Analytics | MSc Finance (NUS), financial modeling, risk analysis, investment research, Power BI/Tableau |
| Domain Expertise | Manufacturing (avionics), healthcare (EMR), financial services (trade reconciliation) |
Currently: Building agentic AI systems at Thales for avionics fault diagnosis.
Python pandas scikit-learn AWS Power BI
- End-to-end pipeline: news ingestion → sentiment scoring → feature engineering → backtesting → visualization
- Deployed on AWS with CI/CD; dashboard enabled investment team to track signal performance in real-time
- View Repo →
SQL Python Tableau ETL
- Built ETL pipeline to aggregate engagement metrics; designed interactive dashboard for content strategy optimization
- Enabled data-driven decisions that increased follower growth by 18% over 3 months
- View Repo →
| Certification | Status | Link |
|---|---|---|
| TIBCO BusinessWorks | ✅ Certified | |
| Refinitiv Essentials | ✅ Certified |
Currently deepening expertise in: LangGraph agent patterns, PostgreSQL performance tuning, responsible AI evaluation
- 🔐 AI Security: Prompt injection defenses, PII redaction pipelines, audit trails for LLM outputs
- 🤖 Agentic Workflows: Multi-agent orchestration, tool-calling reliability, human-in-the-loop design
- 📊 Data Quality for AI: Automated validation, drift detection, evaluation frameworks (Ragas, DeepEval)
I'm actively seeking Data Engineer, AI Engineer, or Junior AI Developer roles. If you're building:
- Production-grade AI/ML systems
- Scalable data platforms on AWS/Snowflake
- GenAI applications with robust evaluation & governance
...I'd love to chat.
💡 Open to: Contract, full-time, or project-based collaborations.
🌱 Values: Responsible AI, community impact, continuous learning.