[Remote] Machine Learning Engineer
Note: The job is a remote job and is open to candidates in USA. Lumenalta is a technology solutions company that partners with organizations to drive business growth through innovative technology. They are seeking an experienced MLOps Engineer to operationalize machine learning at scale on the Databricks platform, focusing on building infrastructure and workflows for reliable production deployments.ResponsibilitiesDesign and maintain MLflow-based workflows for experiment tracking, model registry, versioning, and lifecycle managementBuild and manage Feature Store infrastructure to enable reusable, consistent feature pipelines across teams and use casesDevelop model deployment pipelines, including serving infrastructure, A/B testing support, versioning, and rollback strategiesImplement CI/CD pipelines tailored for ML workflows, including automated testing, validation gates, and deployment triggersOrchestrate distributed model training on Databricks, optimizing for compute efficiency, reproducibility, and costMonitor deployed models for data drift, performance degradation, and system health, triggering automated retraining workflows as neededCollaborate with Data Scientists and Data Engineers to reduce friction between experimentation environments and productionSkills3–5+ years in MLOps, ML platform engineering, or DevOps for ML, with proven production ML deploymentsHands-on expertise with MLflow for tracking, registry, and project management within Databricks or standalone environmentsExperience building and consuming Feature Store solutions (Databricks Feature Store or equivalent)Proven experience deploying and serving ML models at scale, including real-time and batch inference patternsAbility to design automated pipelines for model training, validation, and deployment using modern CI/CD toolingStrong familiarity with Databricks for distributed training, job orchestration, and cluster managementKnowledge of model monitoring practices, including drift detection, alerting, and retraining triggersCompany OverviewLumenalta is a software and app development company that creates unique digital transformation solutions using innovative technology. It was founded in 2000, and is headquartered in New York, New York, USA, with a workforce of 501-1000 employees. Its website is https://lumenalta.com/.