Lalbabu
MLOps Engineer
Recife, Brazil · America/Recife (UTC-3) · 6 years of experience
Lalbabu 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
Cost-Aware Training Orchestrator
e-commerceDesigned and delivered a production ML platform focused on managed cloud ML delivery; lowered idle training compute spend by 31% without slowing experiment throughput. The release included reproducible pipelines, promotion gates, lineage, drift alerts, and a documented rollback path.
Experiment Resource Dashboard
e-commerce 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
MLOps Engineer
2024–PresentDevlyn client assignments · Remote
- Led managed cloud ML delivery delivery for a e-commerce team and lowered idle training compute spend by 31% without slowing experiment throughput.
Software Engineer
Nov 2022–PresentViitorCloud Technologies · Recife, Brazil
- Built production systems in e-commerce, with increasing ownership of reliability, testing, and stakeholder delivery.
Software Developer
Jun 2021–Nov 2022AResourcePool · Recife, Brazil
- Built production systems in e-commerce, 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 Machine Learning Engineer – Associate
Amazon Web Services · 2026 · Certified
Databricks Certified Machine Learning Professional
Databricks · 2025 · Certified
Communication
Languages
English
Fluent
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