Samuel Warren

Founding Lead ML Engineering Lead at SketchPro.ai

San Francisco, California, United States
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Summary

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Senior
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Top School
Samuel Warren is a founding ML engineering lead based in San Francisco with 11 years of experience building computer vision systems from prototype to production. He has led teams and hands-on projects across autonomous vehicle perception, video embeddings, 3D asset visual similarity, and manufacturing anomaly detection, repeatedly shipping scalable training and deployment pipelines. At Unity he accelerated 2D object detection training by 5x and created services like Asset2Vec and Campaign2Vec to monetize visual embeddings, and at Stats Perform he built real-time OCR and retraining infrastructure for live sports. More recently he progressed through senior and staff ML roles at Instrumental before founding SketchPro.ai to commercialize ML-driven vision products. He blends deep model work (PyTorch, distributed training) with cloud-native productionization (Argo, AWS, EKS) and a track record of improving throughput and model lifecycle automation. Colleagues describe him as a pragmatic engineer-manager who turns research prototypes into reliable, revenue-impacting services.
code11 years of coding experience
job8 years of employment as a software developer
bookBachelor's degree Computer Science, Bachelor's degree Computer Science at Pomona College
languagesEnglish, Spanish
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Github Skills (28)

pytorch9
python9
machine-learning9
natural-language-processing9
speech-recognition9
nlp9
transformer8
deep-learning8
bert8
tensorflow8
transformers7
language-model7
jax6
seq2seq6
architecture4

Programming languages (4)

JavaJupyter NotebookRubyPython

Github contributions (5)

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samwarren/markdown-portfolio

Jul 2020 - Jul 2020

Contributions:3 PRs, 8 pushes, 7 branches in 1 day
samwarren/cosine

Feb 2020 - May 2020

Neural Network to model cosine function
Contributions:2 pushes, 1 branch in 2 months
neural-networkneural-networkscosine
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Samuel Warren - Founding Lead ML Engineering Lead at SketchPro.ai