Ang Qian is a DevOps engineer based in Singapore with a decade of experience bridging production support, CI/CD and cloud-native tooling across public-sector and enterprise projects. Comfortable troubleshooting Linux and Kubernetes incidents, he has operationally managed Helm charts, Ansible playbooks, Jenkins pipelines and observability stacks like Grafana and OpenSearch. A final-year NUS Mathematics + Data Science student who contributes to probabilistic ML codebases, he pairs hands-on DevOps delivery with a strong interest in Bayesian deep learning and generative models—bringing research curiosity to practical deployments. Notably, his open-source work on the pyprobml repository demonstrates deep familiarity with probabilistic modeling implementations beyond typical infrastructure responsibilities.
10 years of coding experience
2 years of employment as a software developer
Diploma, Marketing, 3.04/4.0, Diploma, Marketing, 3.04/4.0 at Temasek Polytechnic
Bachelor's degree, Computing and Information Systems, Graduate with First Class Honors, Bachelor's degree, Computing and Information Systems, Graduate with First Class Honors at University of London
GCE 'O' Level, GCE 'O' Level, GCE 'O' Level, GCE 'O' Level at Beatty Secondary School
Python code for "Probabilistic Machine learning" book by Kevin Murphy
Role in this project:
ML Engineer & Data Scientist
Contributions:3 reviews, 225 commits, 11 PRs in 1 year 5 months
Contributions summary:Ang made significant contributions to implementing and converting machine learning models within the repository. They focused on refactoring existing code to Python and implemented new models for tasks like beta distribution and rejection sampling. Their work also included creating and uploading model implementations for tasks like Potts models and Ising models, showcasing a strong understanding of probabilistic machine learning and model implementation.
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