Emin Mammadov
Senior Software Developer - Machine Learning Platform
Waterloo, Ontario, Canada
Summary
🤩
Rockstar🎓
Top SchoolEmin Mammadov is a Senior Software Developer specializing in machine learning platforms with 8 years of experience building scalable, production-ready ML infrastructure. Based in Waterloo, he leads MLP efforts at Geotab, architecting Kubernetes-based solutions for experiment workflows, GPU-enabled vector databases, MLflow/Jupyter integration, Ray adoption, and event-driven CI/CD pipelines. His background spans end-to-end MLOps—from Airflow and streaming pipelines in Flink/Spark to asynchronous FastAPI services and custom SDKs for large-scale OLAP access—bridging data science needs with robust engineering. He combines academic research in fault prediction with hands-on platform delivery, and is known for gaining stakeholder buy-in to introduce new orchestration and serving technologies that accelerate model iteration and deployment.
7 years of coding experience
8 years of employment as a software developer
Bachelor's Degree Electrical Engineering, Bachelor's Degree Electrical Engineering at University of HoustonMaster of Applied Science Electrical Engineering, Master of Applied Science Electrical Engineering at University of Waterloo
English, Russian
Stackoverflow
1reputation
0reached
0answers
0questions
Github Skills (48)
similarity10
image-search9
vector-search9
llm9
vector-database9
approximate-nearest-neighbor-search9
plotly9
golang9
database9
faiss9
scalable9
vector9
computer-science9
cosine-similarity9
nearest-neighbor-search9
Programming languages (6)
Github contributions (5)
iameminmammadov/dash-predictive-maintenance
Mar 2021 - Apr 2021
Dashboard designed to demonstrate the power of Machine Learning to predict failures (Remaining Useful Life (RUL)) in wind turbines. To predict the date when equipment will completely fail (RUL), XGBoost is used and achieved RMSE error is 0.033964 days, which is highly accurate.
Contributions:13 commits, 15 PRs, 46 pushes in 1 month
xgboostwind-turbinesfailwindmachine-learning
iameminmammadov/bigmart
Oct 2020 - Dec 2020
Contributions:8 PRs, 91 pushes, 8 branches in 2 months
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