Emin Mammadov
Senior Software Developer - Machine Learning Platform @Geotab
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WORK HISTORY
Senior Software Developer - Machine Learning Platform @Geotab
Tech lead for Machine Learning Platform (MLP). Focus is on building scalable system on top of K8s to support data scientists with their experiments, training, monitoring, and serving of ML models to production. Projects:CI/CD to push modes into production in 1-2 clicks;Milvus vector DB running on top of k8s with GPU enabled (query and index nodes);Jupiter on k8s; offers several profiles with predefined VMs. Includes GPU for heavy models;MLflow on K8s: running behind IAP+ASM and fully integrated with Jupyter through internal cluster communications;Introduced Ray/Anyscale and got key stakeholder buy-in. Handled Ray\'s setup and integration into existing ecosystem;Setup event-driven architecture consisting of PubSub, CloudRun, CloudBuild pipeline to respond to a new images pushed by contractors;Setup Sentry for transparent logging;Developing Roadmap, interviewing potential employees, onboarding new hires
EDUCATION
University of Houston
Bachelor's Degree, Electrical Engineering
University of Waterloo
Master of Applied Science, Electrical Engineering
SKILLS
ABOUT EMIN MAMMADOV
Focusing on building distributed platforms for machine learning applications.All of the comments/posts are my own and do not express the views or opinions of my employer (present or past).
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