Ardo Illaste
Data Science Manager
Calgary, Alberta, Canada
Summary
👤
Senior🎓
Top SchoolArdo Illaste is a Data Science Manager with 12+ years of experience transforming analytics teams into production-focused AI organizations, currently leading a nine-person team at Clio in Calgary. With a PhD in Physics and a background in biophysics research, he combines rigorous scientific thinking with SaaS product experience to architect scalable ML/AI frameworks and probabilistic forecasting used by executives for scenario-driven decisions. He has driven measurable outcomes—reducing churn in targeted cohorts by 50%, cutting pipeline runtimes by 60%, and deploying reusable LLM deployment patterns that sped Customer Success prep. Ardo excels at scaling teams and governance, hiring and mentoring talent while instituting CI/CD, MLOps, and model SLOs that make data science operationally reliable. He’s fluent at translating technical capability into self-serve data products embedded in workflows (e.g., explainable models in Salesforce), marrying research-led precision with product impact. A former postdoc and early-career programmer, he brings uncommon depth in both quantitative research and production engineering.
12 years of coding experience
17 years of employment as a software developer
Postdoctoral Fellow Biophysics, Postdoctoral Fellow Biophysics at University of BernTallinn English CollegeDoctor of Philosophy (PhD) Biophysics, Doctor of Philosophy (PhD) Biophysics at TalTech – Tallinn University of Technology
Github Skills (42)
survival-analysis10
python9
cox-regression9
statistics9
data-structures8
data-analysis8
pandas8
kedro8
data-structure8
data-science8
machine-learning7
mlops7
agentic-workflow6
agentic-ai6
tablet6
Programming languages (6)
Github contributions (5)
ardoi/pymimage
Mar 2014 - Mar 2014
Python package for reading microscope images in various formats. Utilises the Bio-Formats library.
Contributions:27 commits in 10 days
python
ardoi/cancov19
Mar 2020 - May 2020
Contributions:38 pushes in 1 month
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