Senior MLOps Engineer
AppRecode, Inc.
About the Position
The client is focused on improving and scaling machine learning systems. They need a senior MLOps engineer to build end‑to‑end ML pipelines in the cloud, automate model training and deployment, and ensure production ML systems are monitored, reliable, and scalable.
Start: December 1, 2025
Key Responsibilities
- Automate machine learning model training and deployment processes using CI/CD pipelines
- Build end-to-end MLOps pipelines in cloud platforms (AWS / GCP / Azure)
- Implement monitoring and observability for ML models in production environments
- Optimize infrastructure for ML workloads to improve reliability, scalability, and efficiency
- Deploy and manage containerized ML applications using Docker and Kubernetes
- Implement model versioning, experiment tracking, and model registry solutions
- Set up data pipelines and feature stores for ML model training
- Ensure ML model performance monitoring, drift detection, and retraining automation
- Collaborate with data scientists to operationalize ML models from development to production
- Implement infrastructure as code for ML infrastructure using Terraform or similar tools
Reports to: Client’s Engineering Manager / CTO
Collaborates with: Data Science team, Engineering teams, DevOps team
Technologies
Must-have: MLOps practices, CI/CD for ML (GitHub Actions, GitLab CI, Azure DevOps), Docker, Kubernetes, Cloud platforms (AWS / GCP / Azure), Python, Infrastructure as Code (Terraform), ML frameworks (TensorFlow, PyTorch, scikit-learn), Model deployment (SageMaker, Vertex AI, Azure ML, or Kubeflow)
Nice-to-have: MLflow, Weights & Biases, DVC, Feature stores (Feast, Tecton), Model monitoring (Evidently, WhyLabs), Apache Airflow, Spark, Ray, Helm, ArgoCD, Prometheus, Grafana, Data versioning, A/B testing for models
Soft Skills
- Fluent English (conversational and written)
- Strong problem-solving and analytical skills
- Ability to work independently and implement ML processes end-to-end
- Collaboration skills working with data scientists and engineers
- Understanding of ML model lifecycle from data to production
- Highly self‑managed and able to plan, estimate, and execute tasks
Challenges & Milestones
First 90 Days: Assess current ML infrastructure, implement initial MLOps automation, set up model monitoring for production models
Months 3-6: Build end-to-end ML pipelines with automated training and deployment, implement experiment tracking and model registry, optimize infrastructure costs
Months 6-12: Full MLOps platform operational with automated retraining, drift detection, A/B testing capabilities, and scalable infrastructure supporting multiple ML models
Working Hours
Full-time (40 hours/week), Remote
Flexible hours with reasonable overlap for team collaboration
We are seeking a Senior MLOps Engineer to build and scale machine learning systems in the cloud. This role focuses on automating ML model training, deployment, and monitoring to ensure reliable production ML operations.
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