Software Developer In Machine Learning at Global Relay
Vancouver, British Columbia, Canada
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Summary
👤
Senior
🎓
Top School
Christopher Siewert is a software developer specializing in machine learning and DevOps with nine years of experience building production-ready systems and CI/CD pipelines. He combines a finance background and a self-taught coding origin in crypto trading—where he built an automated trading system that returned 86% in one year—with formal graduate study in software engineering at Oxford. At Global Relay he shipped an end-to-end autoML product as a technical product manager and currently focuses on ML-enabled services while owning monitoring, performance optimization, and deployment automation. He is proficient across Python, Java, C++, Docker/Kubernetes, Prometheus/Grafana and has improved microservice latency by 30% through framework and server tuning. An active contributor to pmdarima, he added a LogEndogTransformer to strengthen Python time-series tooling—bringing statistical rigor to production ML. Based in Vancouver, he blends pragmatic product sense with ruthless automation to convert vague business needs into measurable, reliable systems.
9 years of coding experience
4 years of employment as a software developer
Bachelor of Commerce, Bachelor of Commerce at Shri Ram College of Commerce
Master of Science - MS, Computer Software Engineering, Master of Science - MS, Computer Software Engineering at University of Oxford
Bachelor of Commerce, Bachelor of Commerce at Thompson Rivers University
Bachelor of Commerce, Finance, General, Bachelor of Commerce, Finance, General at The University of British Columbia
Bachelor of Commerce, Bachelor of Commerce at WU (Vienna University of Economics and Business)
Certificate, Blockchain Development, Certificate, Blockchain Development at 7 Gate Academy
Stackoverflow
Stats
21reputation
717reached
1answer
2questions
Github Skills (13)
forecasting10
machine-learning10
time-series10
forecast10
python10
data-analysis10
documentation9
testing8
docker6
php6
docker-compose6
environment-variables6
symfony6
Programming languages (5)
C++JavaScriptJupyter NotebookRich Text FormatPython
A statistical library designed to fill the void in Python's time series analysis capabilities, including the equivalent of R's auto.arima function.
Role in this project:
Data Scientist
Contributions:14 commits, 2 PRs, 7 comments in 13 days
Contributions summary:Christopher's contributions primarily involved enhancing the `pmdarima` library, a Python time series analysis tool. They introduced a `LogEndogTransformer` class, mirroring the functionality of the `BoxCoxEndogTransformer`, and implemented tests to validate its behavior. Furthermore, the user integrated the new transformer into the documentation and updated the what's new section of the documentation. The user also addressed existing documentation issues.
This program tracks the Deribit bitcoin derivatives exchange, looking for arbitrage profits
Contributions:14 commits, 3 PRs, 12 pushes in 1 year
deribitexchangeprofitscryptocurrencybitcoin
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Christopher Siewert - Software Developer In Machine Learning at Global Relay