Huy Tran
Senior MLOps Engineer
Da Nang, Vietnam · Asia/Ho_Chi_Minh (UTC+7) · 7 years of experience
Huy focuses on reproducible model delivery, promotion controls, observability, and rollback.
Request a shortlistWhy this profile fits
Reproducible model delivery
Versions code, data references, configuration, and artifacts so training and promotion can be repeated and audited.
Safe promotion and rollback
Uses evaluation gates, staged rollout, lineage, and a tested rollback path for model changes.
Operational measurement
Monitors service health, data quality, drift, cost, and model behavior with clear ownership.
Relevant toolkit
Python
Kubernetes
MLflow
TerraformCI/CDDelivery evidence
Selected work
Fraud Model Serving Gateway
digital paymentsDesigned and delivered a production ML platform focused on fraud-model serving; delivered sub-80ms p95 inference with automated shadow and canary validation. The release included reproducible pipelines, promotion gates, lineage, drift alerts, and a documented rollback path.
Shadow Deployment Evaluator
digital payments operationsBuilt the supporting control and measurement layer for the primary system, covering review queues, regression checks, operational visibility, and a documented handoff to the owning team.
Relevant experience
Career timeline
Senior MLOps Engineer
2024–PresentDevlyn client assignments · Remote
- Led fraud-model serving delivery for a digital payments team and delivered sub-80ms p95 inference with automated shadow and canary validation.
MLOps Engineer
2020–2023digital payments product company (confidential) · Da Nang, Vietnam
- Built production systems in digital payments, with increasing ownership of reliability, testing, and stakeholder delivery.
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Skill depth
Show experience in context.
Relevant experience by skill
See the complete skill index
Languages
Frameworks
Tools
Platforms
Storage
Paradigms
Credentials
Certifications
AWS Certified DevOps Engineer – Professional
Amazon Web Services · 2024 · Certified
Google Cloud Professional Machine Learning Engineer
Google Cloud · 2023 · Certified
Communication
Languages
English
Fluent
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