Matthew Kirk

AI Partner at Augment AI

Seattle, Washington, United States
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Summary

👤
Senior
🎓
Top School
Matthew Kirk is an AI partner and seasoned data science leader with 15 years of experience building production ML systems, data architectures, and revenue-driving products for startups and enterprise clients. He has led cross-functional teams from research through deployment—designing integrated predictive models, automating data pipelines, and cutting costs while improving customer experience. As founder of a machine learning consultancy and former Head of AI/Chief Scientist roles, he combines deep hands-on engineering (Python, Ruby, cloud) with strategic product roadmapping and governance. His open-source contributions include bug fixes and performance work in pandas and practical ML implementations in thoughtfulml, reflecting a pragmatic focus on reliability and model validation. Based in Seattle, he has a strong academic foundation (MS Computer Science, BS in Economics and Applied Math) and a track record of turning messy sensor and clickstream data into actionable business outcomes. Notably, he scaled a computer-vision pipeline that reduced 10,000+ screenshots to 50 clusters—an example of his ability to invent simple, high-impact solutions from complex data.
code15 years of coding experience
job14 years of employment as a software developer
bookBS Economics, BS Economics at University of Washington
bookMaster of Science (M.S.) Computer Science, Master of Science (M.S.) Computer Science at Georgia Institute of Technology
bookAAS Arts and Sciences, AAS Arts and Sciences at Olympic College
languagesEnglish, German
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Stackoverflow

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Github Skills (24)

python10
apidoc10
data-science10
testing10
scikit10
pandas10
rspec10
machine-learning10
numpy10
linkedin-api10
ruby10
api10
naive-bayes10
scikit-learn10
decision-tree10

Programming languages (8)

C++RustJavaScriptGoHTMLJupyter NotebookRubyPython

Github contributions (5)

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Role in this project:
userData Scientist
Contributions:52 commits, 16 PRs, 39 pushes in 6 years 1 month
Contributions summary:Matthew primarily contributed to the development of machine-learning-related components within the repository. Their work included implementing and updating naive Bayes and k-nearest neighbors classifiers, along with building a decision tree classifier. They also made changes to various test files, indicating a focus on model validation and testing.
hexgnu/linkedin

Apr 2013 - Jan 2020

Ruby wrapper for the LinkedIn API
Role in this project:
userBack-end Developer
Contributions:112 commits, 6 PRs, 7 pushes in 6 years 10 months
Contributions summary:Matthew primarily contributed to bug fixes and enhancements related to the LinkedIn API wrapper. Their work involved addressing issues in API specifications, fixing VCR cassette recordings, and resolving email domain filtering problems. They also focused on improving the library by implementing features such as group functionalities, job API integration, and the ability to work with shares. The user's contributions demonstrate a deep understanding of the LinkedIn API and the Ruby language.
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Matthew Kirk - AI Partner at Augment AI