NET (Networking) services support: CloudWatch, ALB/NLB, CloudFront, VPC, WAF, Route53, etc. with positive rating ~97.3%.

University Relations (UR) Scholar with the Pixel Testing Team under Prof. Shih-wei Liao's administration: We worked with the global Pixel executive team for auto-testing. Mainly focused on the auto f licker detection and image quality assessment tasks. This approach beaten the previous benchmark (F1-score) significantly and the methodology is internally used now.

- Elevator manufacturer: Optimization for location planning, route planning, etc. In charge of architecture and customer facing. Saving up to millions of dollars (NTD$) a year for the company.- Construction consulting firm: We optimized the route analysis pipeline for real-time emergency notification and compliance. As a result, our work reached thousands of times faster comparing with the original one and at the same time we provided a much more scalable interface for further usages.

NTU (National Taiwan University) course: Assisted a Fintech start-up with the go to market (GTM) strategy of their new trading API product. Specialized for data analysis in the team.

Work as Co-founder, 1st PR Director and lecturer

Developed the auto-testing pipeline of the widely used webinar software

- Blockchain platform: constructed a prototype for managing the supply chain- Decision support system: used NLP approaches to optimize decision making procedure in their executive team