George Liu
Senior AI Engineer at Natera
Houston, Texas, United States
Summary
👤
Senior🎓
Top SchoolGeorge Liu is a Senior AI Engineer with 11 years of experience building production-ready AI systems that bridge data science, MLOps, and product delivery. He has led AI teams and MLOps initiatives that achieved 100% reproducibility, dramatic reductions in training and deployment time, zero-downtime rollouts, and substantial cost savings across high-scale services. His work spans end-to-end ML lifecycle tasks—LLMs, prompt engineering, fine-tuning, CI/CD pipelines, data versioning, and robust monitoring—often turning prototypes into fully deployed features used in multilingual and conversational products. At Sense and Stingray he delivered months-long incident-free production reliability and engineered data libraries and infra that standardized datasets and reproducible workflows. Trained in data science and business strategy (MS Data Science, MBA), he combines technical depth with product and hiring frameworks to prioritize high-impact use cases. Colleagues describe him as a product enabler who systematically converts ambiguous ideas into measurable business outcomes.
11 years of coding experience
7 years of employment as a software developer
Bachelor of Engineering - BE Automotive Engineering, Bachelor of Engineering - BE Automotive Engineering at Shenyang Aerospace UniversityMaster of Business Administration - MBA Strategy and Consulting, Master of Business Administration - MBA Strategy and Consulting at University of Toronto - Rotman School of ManagementMaster of Science - MS Data Science, Master of Science - MS Data Science at University of Colorado Boulder
Chinese, English
Stackoverflow
3,493reputation
751kreached
40answers
68questions
pandas
top-5%
dataframe
top-5%
python
top-5%
Github Skills (21)
python10
data-science10
machine-learning10
ml10
deep-learning10
tensorflow10
deep-neural-networks10
neural-network10
pandas9
dataframe9
random-forest6
anaconda6
cross-validation6
scikit-learn6
windows6
Programming languages (4)
Github contributions (5)
georgeliu1998/dand
Dec 2015 - Jan 2019
Contributions:43 commits, 44 pushes, 1 branch in 3 years 1 month
georgeliu1998/mlnd
Apr 2016 - Apr 2018
Contributions:42 commits, 38 pushes, 1 branch in 2 years
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