Ang Qian

DevOps Engineer at IDEMIA

Singapore
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Summary

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Rockstar
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Top School
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.
code10 years of coding experience
job2 years of employment as a software developer
bookDiploma, Marketing, 3.04/4.0, Diploma, Marketing, 3.04/4.0 at Temasek Polytechnic
bookBachelor'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
bookGCE 'O' Level, GCE 'O' Level, GCE 'O' Level, GCE 'O' Level at Beatty Secondary School
languagesEnglish, Chinese
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Github Skills (8)

machine-learning10
probabilistic-programming10
python10
matplotlib9
scipy9
tensorflow7
jax7
pytorch7

Programming languages (8)

TypeScriptC++CMakeJavaScriptJupyter NotebookMATLABRubyPython

Github contributions (5)

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probml/pyprobml

Apr 2021 - Sep 2022

Python code for "Probabilistic Machine learning" book by Kevin Murphy
Role in this project:
userML 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.
pythonpmlflaxcolabpymc3
Implementing the update rule found in Neural Optimizer search with Reinforcement learning
Contributions:71 commits, 1 PR, 83 pushes in 9 months
rulereinforcement-learningupdateoptimizerreinforcement
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Ang Qian - DevOps Engineer at IDEMIA