Nicholas Lineback
Senior Machine Learning Engineer at Roku Inc.
Denver, Colorado, United States
Summary
👤
Senior🎓
Top SchoolNicholas Lineback is a Senior Machine Learning Engineer in Denver with 14 years of experience building the infrastructure that makes AI systems work at scale. He has a strong track record leading ML platform and edge perception efforts—architecting scalable training and deployment systems used across dozens of teams and engineering production-grade neural networks for mobile and robotics applications. His background spans end-to-end delivery from research and model development (CNNs, LSTMs, reinforcement learning) to cloud automation, CI/CD, and high-performance C++/CUDA services. At HERE he turned fragmented AWS services into a fully automated, multi-thousand-node platform; at Osaro and Shutterstock he focused on perception and search quality through deep learning research. He combines academic rigor (MS in Computer Science, 3.9 GPA) with hands-on systems engineering, often bridging research prototypes into reliable, testable production. Colleagues rely on him to solve hard scalability and latency problems while keeping teams productive across the ML lifecycle.
14 years of coding experience
9 years of employment as a software developer
Master of Science (M.S.), Computer Science, 3.9, Master of Science (M.S.), Computer Science, 3.9 at University of Tennessee-KnoxvilleBS, Mathematics, BS, Mathematics at The University of Alabama in HuntsvilleBachelor’s Degree, Biomedical Engineering, Bachelor’s Degree, Biomedical Engineering at Boston University
Stackoverflow
1reputation
687reached
1answer
1question
Github Skills (37)
python9
machine-learning9
deep-learning9
tensorflow8
apache-spark8
lifecycle8
data-science7
neural-network7
ml7
incremental-learning7
dvc7
model-management7
ai7
mlflow7
backend6
Programming languages (5)
Github contributions (5)
lineback/goSci
May 2012 - Aug 2013
Contributions:25 commits in 1 year 3 months
lineback/alchemyapi_go
Jul 2014 - Aug 2014
Contributions:14 commits in 21 days
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