Colin Manko
Data Engineer
Atlanta Metropolitan Area United States
Summary
🤩
Rockstar🎓
Top SchoolColin Manko is a data engineer with seven years of experience building analytics pipelines and ML-driven systems, currently based in the Atlanta metro area. He has progressed through roles from marketing analytics and SEO to senior data engineering and brief management at Begin, and now contributes to People Data Labs' data platform work. Colin blends practical engineering with machine learning research—his open-source Texas Hold'em AI showcases expertise in clustering, game-state analysis, and regret-based search for imperfect-information games. Comfortable working cross-functionally, he has a track record of migrating platforms, improving organic growth, and turning complex data into actionable insights. Collected experience across startups and in-house leadership gives him a pragmatic, research-informed approach to solving data problems at scale.
6 years of coding experience
6 years of employment as a software developer
University of Georgia - Franklin College of Arts and Sciences
Stackoverflow
3reputation
2kreached
1answer
1question
Github Skills (10)
machine-learning10
artificial-intelligence10
python10
k-means-clustering10
numpy9
jupyter-notebook9
pandas8
odbc6
sql6
dbeaver6
Programming languages (9)
Github contributions (5)
fedden/poker_ai
Feb 2020 - Jul 2020
🤖 An Open Source Texas Hold'em AI
Role in this project:
ML Engineer
ML EngineerContributions:171 commits, 33 PRs, 135 pushes in 4 months
Contributions summary:Colin primarily contributed to the development of a Texas Hold'em AI, focusing on implementing machine learning techniques for the game. Their work included adjusting blinds and implementing clustering algorithms to analyze and understand the game state, specifically for the river, turn, and flop. These contributions suggest a focus on improving the AI's decision-making capabilities through data analysis and machine learning.
pythoncounterfactual-regret-minimizationdeep-learningtexas-holdem-pokerhold-em
big-c-note/tinygrad
Nov 2020 - Oct 2023
You like pytorch? You like micrograd? You love tinygrad! ❤️
Contributions:13 pushes, 7 branches in 2 years 11 months
deep-learningpytorchmicrograd
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