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@ashrafmlengineer
Principal Machine Learning Engineer specializing in NLP, computer vision, and production MLOps.
I am a Principal Machine Learning Engineer with 11+ years of experience delivering enterprise-scale AI/ML solutions across NLP, computer vision, deep learning, and generative AI.
I have architected cloud-native MLOps platforms, deployed production-ready models, and integrated distributed data pipelines to support millions of transactions daily while reducing time-to-market and deployment cycles.
My technical leadership includes mentoring teams, defining AI strategy, and establishing governance for model monitoring, fairness, and explainability to ensure compliant, reliable systems.
I drive measurable business impact through optimized inference, model compression, and advanced methods (transformers, GNNs, XAI), and I partner closely with product and engineering teams to translate research into production.
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Work history, roles, and key accomplishments
Sparq
Jun 2022 - Present (3 years 5 months)
Architected enterprise-scale ML platforms supporting millions of daily transactions, reducing time-to-market for new ML features by 35% and establishing governance for monitoring, fairness, and explainability.
Ispectra
Jul 2019 - May 2022 (2 years 10 months)
Designed and deployed classification, ranking, and recommendation models that boosted predictive accuracy by 20% and reduced deployment cycles from weeks to days via CI/CD and automated monitoring.
Centaur Labs
Mar 2017 - Jun 2019 (2 years 3 months)
Built predictive and prescriptive models and interactive dashboards that improved decision-making across forecasting, personalization, and anomaly detection, validated via controlled experiments.
12C Inc.
Jun 2014 - Feb 2017 (2 years 8 months)
Supported dataset preparation and feature extraction, prototyped baseline ML models and automated preprocessing workflows, reducing manual effort by 25% and improving reproducibility.
Degrees, certifications, and relevant coursework
Bachelor of Science, Computer Science
Completed a Bachelor of Science in Computer Science focusing on foundational computing principles and practical machine learning applications.
Software and tools used professionally
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