Professional journey in AI/ML, Cloud, and Data Science
Arizona State University
iKala Interactive Media Inc.
iKala Interactive Media Inc.
Advantech Co., Ltd.
AWS Educate Cloud Ambassador Program
eCloudvalley Digital Technology Co., Ltd.
CyberLink Corp.
Production-grade AI/ML and cloud infrastructure projects delivering measurable business impact
Enterprise-grade AI platform for AWS Community Day Taiwan serving 7,500+ users. Architected scalable infrastructure with CloudFront CDN, WAF security, and Lambda/DynamoDB rate-limiting. Implemented SageMaker fine-tuning (QLoRA) for personalized AI responses.
Impact
5.0/5.0 workshop satisfaction • 7,500+ completions • Zero downtime
Technologies
Production serverless platform for AWS education programs (TPET & AWS Educate Taiwan). Built microservices-based email automation system using Lambda and SES, enabling hands-on workshops for 200+ participants.
Impact
80% workload reduction • $1.94/month operational cost • 200+ trained
Technologies
AI-powered customer service chatbot developed for Gogoro's Gen AI Hackathon. Implemented LLM-based conversational AI to handle customer inquiries about electric scooters, battery swapping, and services with natural language understanding.
Impact
Hackathon winner • Real-time response generation • Multi-turn conversations
Technologies
Interactive data analysis workshop using AWS analytics services to explore Taylor Swift's music data. Guided 200+ participants through hands-on exercises with S3, Athena, QuickSight, and Glue for ETL pipelines and data visualization.
Impact
200+ participants trained • 4.8/5 satisfaction • Open-source curriculum
Technologies
Enterprise AI/ML solution for Advantech's supply chain management, integrating AWS Forecast with GenAI platform. Built data preprocessing pipeline with Python/Jupyter on Azure, featuring SAP HANA plugins and custom LLM models for demand forecasting. Improved prediction accuracy through automated feature engineering and real-time visualization.
Impact
Production SCM system • Enhanced forecast accuracy • Enterprise data integration
Technologies
Scalable multilingual video translation solution for Advantech's marketing team, enabling rapid localization of press releases and promotional videos. Deployed on Azure VM using open-source components: Meta Demucs for vocal separation, OpenAI Whisper/FunASR for speech recognition, Azure OpenAI GPT-4o/Qwen for translation, and XTTS for text-to-speech synthesis.
Impact
Mass-scale video localization • Multi-language support • Marketing automation
Technologies
Enterprise AI solution for Advantech's R&D department using LangGraph multi-agent architecture. Built with GraphQL API, containerized microservices (Docker), and MongoDB backend. Implemented automated backup/restore system with Azure Blob Storage for data resilience and historical tracking.
Impact
40% faster issue resolution • Automated data backup • Production deployment
Technologies
Contributed to ViewSonic's production Cloud AI Framework (CAF) enabling scalable ML model deployment for edge devices. Implemented cloud-edge integration and model optimization for IoT applications.
Impact
Production system • Edge device optimization • Scalable architecture
Technologies
AI-powered infrastructure inspection solution for 2025 Taiwan GenAI Hackathon by Ambassador Avengers Assembly. Deployed edge-cloud architecture using Advantech ICAM-540 camera with YOLOv11 for real-time anomaly detection on 30,000+ bridges and tunnels. Terraform IaC deployment on AWS (Bedrock, Lambda, S3, OpenSearch).
Impact
Hackathon competition entry • Real-time inspection • Infrastructure safety automation
Technologies
Specialized in AI/ML, Cloud Infrastructure, and Data Engineering with hands-on experience across AWS, GCP, and Azure platforms.
Multi-cloud expertise validated by industry-recognized certifications
Insights on AI/ML, cloud architecture, and technical deep dives