Machine Learning Engineer - 5
HiringAdobe
Bangalore · IndiaFull-time· 2d ago
Experience
0+ years
Work Type
Full-time
Domain
Digital marketing, Ad tech
Core SkillsMust Have
MLOps frameworks (MLflow, Kubeflow, Airflow)DockerKubernetes (EKS/GKE/AKS)PythonAWS cloud architectures for ML workflowsCI/CD tools (GitLab CI, GitHub Actions, CircleCI)ML libraries (scikit-learn, TensorFlow, Keras, PyTorch)Software engineering (version control, testing, automation)Data science workflows and experiment trackingCloud services (AWS SageMaker, Azure ML, GCP Vertex AI)Orchestration tools (Airflow, Argo Workflows)Observability tools (Prometheus, Grafana, ELK, CloudWatch, Datadog)Model governance & lineage tools (MLflow Registry, SageMaker Model Registry, Vertex ML Metadata)Infrastructure-as-code (Terraform, CloudFormation)
What You'll Do
1Manage model versioning, deployment strategies, rollback mechanisms, and A/B testing frameworks
2Coordinate model registries, artifacts, and promotion workflows in collaboration with ML Engineers
3Develop CI/CD and orchestration workflows using GitLab CI, GitHub Actions, CircleCI, Airflow, Argo Workflows, or similar tools
4Review and optimize data science models including code refactoring, containerization, deployment, versioning, and performance tuning
5Implement model testing, validation, and automated QA pipelines ensuring reproducibility and compliance
6Monitor models in production including data drift, concept drift, performance degradation, and system reliability
7Collaborate multi-functionally with data scientists, data engineers, and architects; build documentation and improve team processes
8Ensure governance, security, and compliance for ML pipelines (access controls, audit logs, model reproducibility, lineage)
Requirements
EducationBachelor's degree or advanced degree or equivalent experience in Computer Science, Software Engineering or a related technical field
Nice to HaveOptional
GoRubyBash scriptingFeature stores (Feast, Tecton, Databricks Feature Store)Enterprise platforms like OpenShift
Domain
Digital marketingAd tech