Bill Freeman

Data Scientist

Austin, Texas, United States
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Summary

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Senior
🎓
Top School
Bill Freeman is a Data Scientist with 12 years of analytical and research experience and 5+ years focused on building data-driven products that solve business problems. He currently applies production ML and analytics at Kohl's while co-founding PureSkill.gg, an AI coach that extracts and analyzes CS:GO replays to give prescriptive, actionable feedback to players. His background spans retail assortment optimization, recommender systems, and high-throughput document classification, and he has a strong foundation in turning messy SQL-based datasets into reliable features and tools used across teams. Prior to industry roles he earned a PhD in Astrophysics and created open-source pipelines and novel methods for separating galaxy and outflow signals—experience that underpins his rigor in experimental design and model validation. Notably, he scaled game-replay collection to multiple terabytes and pioneered algorithms to quantify individual player impact, blending scientific methods with product-driven machine learning. Based in Austin, he combines academic rigor, startup grit, and practical engineering to move ML projects from prototype to production.
code12 years of coding experience
job11 years of employment as a software developer
bookBachelor of Science (BS), Physics with concentration in Astronomy, 3.54, Bachelor of Science (BS), Physics with concentration in Astronomy, 3.54 at Louisiana State University
bookMaster of Science (MS), Physics, 3.5, Master of Science (MS), Physics, 3.5 at University of California, Riverside
languagesEnglish, Russian
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Stackoverflow

Stats
141reputation
7kreached
4answers
3questions
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Github Skills (60)

clustering-algorithm10
packaging10
hdbscan10
sports-data10
clustering-evaluation10
parse10
counter10
cluster-analysis10
clustering10
dependency-manager9
dependency-management9
python9
python-packaging9
package-manager9
parser8

Programming languages (8)

C#ShellC++RustJavaScriptGoJupyter NotebookPython

Github contributions (5)

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pureskillgg/docs

May 2022 - Feb 2024

PureSkill.gg community documentation.
Contributions:5 reviews, 12 PRs, 16 pushes in 1 year 9 months
pureskillgg/dsdk

Apr 2022 - Apr 2024

Python Data Science Development Kit.
Contributions:31 reviews, 34 PRs, 50 pushes in 2 years
development-kitdata-analysispythonsciencedata-science
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Bill Freeman - Data Scientist