Bill Cai
Applied Scientist at Amazon Web Services (AWS)
Singapore
Summary
👤
Senior🎓
Top SchoolBill Cai is an applied scientist with 9 years of experience building and productionizing large-scale ML systems, from computer vision and anomaly detection to low-latency LLMs, often deployed to petabyte-scale cloud environments. Currently at AWS’s Generative AI Innovation Center, he leads cross-team efforts to enable MLOps at scale and research efficient, low-latency LLM inference. His prior work at GovTech and One Concern involved architecting government- and enterprise-grade cloud-native ML infrastructure, nationwide real-time vision systems, and city-scale resilience analytics. He combines deep research credibility—papers at NeurIPS, CVPR and IEEE IoTJ and program committee service for major conferences—with hands-on tooling expertise in PyTorch, Terraform, Kubernetes, Docker, Spark and FastAPI/NestJS. An MIT CSE MS and UChicago economist, he bridges rigorous quantitative thinking with pragmatic engineering and has a recurring interest in robotics SLAM and sensor fusion born from MIT Senseable City Lab projects. Based in Singapore, he’s comfortable translating novel research into resilient, cost-effective production systems that attract both industry recognition and media attention.
9 years of coding experience
5 years of employment as a software developer
Master of Science - MS, Computational Science and Engineering, GPA 5.00/5.00, Master of Science - MS, Computational Science and Engineering, GPA 5.00/5.00 at Massachusetts Institute of TechnologyBachelor of Arts - BA, Economics, Phi Beta Kappa, GPA 3.87/4.00, Bachelor of Arts - BA, Economics, Phi Beta Kappa, GPA 3.87/4.00 at The University of Chicago
Chinese, English
Github Skills (16)
wrapping8
ros7
nodes7
logger7
robotics7
client-library6
logging6
google5
cpp5
middleware5
localization5
matcher1
google-logging1
configurations1
translation1
Programming languages (2)
Github contributions (5)
BaiCai1990/savvy-0.0.0
Jun 2017 - Jun 2017
Contributions:5 commits, 4 pushes, 1 branch in 8 days
lvchaoshun/boost_1_58_0_0
Oct 2016 - Oct 2016
Contributions:3 pushes, 1 branch in 1 day
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