Ahmed Abid
@ahmedabid
Staff Machine Learning Engineer driving scalable AI systems and MLOps across industries.
What I'm looking for
I am a Staff Machine Learning Software Engineer with 8+ years of hands-on experience designing and building scalable machine learning and software systems across Healthcare, Intelligence, Technology, Finance, and Consulting.
I have 4+ years of technical leadership experience and a track record of turning proofs-of-concept into governed, production-ready AI services, including real-time streaming features, continuous learning pipelines, and observability solutions.
I've led ML infrastructure and MLOps practices, advised clients on ML maturity and build-vs-buy decisions, and taught Mining Big Data topics such as Spark, NoSQL, and distributed systems as an adjunct faculty instructor.
My work emphasizes architecture best practices, deployment automation, and cross-functional collaboration to reduce time-to-production, improve model reliability, and deliver measurable business value.
Experience
Work history, roles, and key accomplishments
Building AI agents to forecast customer risk, benchmark performance, and surface account health insights; established modular AI service architecture and operational best practices for audit-ready deployments.
Instructing 'Mining Big Data' covering Hadoop, Hive, Spark, NoSQL, streaming systems, Linux, and distributed systems to graduate and undergraduate engineers.
Lead Software Engineer
Logic20/20
Jun 2023 - Oct 2024 (1 year 4 months)
Led ML infrastructure and MLOps consulting practice, defined architecture standards, and delivered real-time streaming feature pipelines and production ML systems for forecasting, imagery, GenAI, and ranking.
Led design and delivery of a self-service ML platform supporting batch/real-time inference, continuous learning, and observability, reducing time-to-production and improving model reliability for global data science teams.
Senior Software Engineer
Circinus, LLC
Jan 2020 - Aug 2021 (1 year 7 months)
Led ML infrastructure design and continuous inference pipelines for NLP at scale, building ETL pipelines ingesting billions of records/hour and guiding data science teams on production deployments.
Software Engineer
Circinus, LLC
Jul 2018 - Dec 2019 (1 year 5 months)
Built full-stack ML applications for topic modeling and network databases, accelerating analyst workflows from weeks to minutes and contributing to contract win supporting $100M/year.
Evaluated implied volatility scenarios and back-tested margin exceedances to enhance margin operations ROI using Excel/VBA, Python, and R.
Education
Degrees, certifications, and relevant coursework
Georgia Institute of Technology
Master of Science, Computer Science
Master of Science in Computer Science expected in 2025.
DePaul University
Master of Science, Applied Mathematics
Master of Science in Applied Mathematics completed in 2018.
DePaul University
Bachelor of Science, Applied Mathematics
Activities and societies: DePaul Investment Group | Head of Trading (2017 - 2018)
Bachelor of Science in Applied Mathematics completed in 2016.
Availability
Location
Authorized to work in
Job categories
Skills
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