Malav

MLOps Engineer

Da Nang, Vietnam · Asia/Ho_Chi_Minh (UTC+7) · 6 years of experience

Malav focuses on reproducible model delivery, promotion controls, observability, and rollback.

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Why 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/CD

Delivery evidence

Selected work

Fraud Model Serving Gateway

digital payments

Designed 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 operations

Built 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.

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Relevant experience

Career timeline

MLOps Engineer

2024–Present

Devlyn 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.

React Developer

Apr 2023–Present

ViitorCloud Technologies · Da Nang, Vietnam

Built production systems in digital payments, with increasing ownership of reliability, testing, and stakeholder delivery.

React Developer

Mar 2022–Apr 2023

Innovura Technologies Private Limited · 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.

Competency shapeAssessment across the same six dimensions used for every profile.

Relevant experience by skill

Python6 years

Kubernetes5 years

MLflow4 years

Terraform3 years

CI/CD6 years

Model Monitoring5 years

See the complete skill index

Languages

Frameworks

Tools

Platforms

Storage

Paradigms

Credentials

Certifications

Google Cloud Professional Machine Learning Engineer

Google Cloud · 2025 · Certified

Google Cloud Professional Cloud DevOps Engineer

Google Cloud · 2024 · Certified

Communication

Languages

English

Fluent

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