We are looking for a seasoned Staff MLOps Engineer to lead the design, implementation, and scaling of enterprise-grade machine learning platforms on AWS . This role will focus on building reliable, secure, and cost-productive MLOps systems that enable data scientists and engineers to deploy, monitor, and manage ML models in production. As a Staff Engineer, you will provide technical leadership, define best practices, and drive cross-team alignment on ML platform architecture.

Duties & Responsibilities

Key Responsibilities

MLOps Platform & Architecture

Architect and own scalable MLOps platforms on AWS supporting model training, deployment, monitoring, and governance.
Design and maintain end-to-end ML CI/CD pipelines, including data validation, model training, testing, approval, and deployment.
Establish standards for model lifecycle management, experiment tracking, versioning, reproducibility, and rollback.

Model Deployment & Monitoring

Enable real-time, batch, and asynchronous model inference using AWS-native and container-based solutions.




Implement monitoring for model performance, data drift, concept drift, and operational metrics.
Ensure high availability, fault tolerance, and observability for production ML systems.

AWS Cloud & Infrastructure

Lead design and implementation using AWS services, including but not limited to:
Amazon SageMaker (training, hosting, pipelines, feature store)
EKS, ECS, EC2, Lambda for model serving and orchestration
S3, Glue, Athena, Redshift for data storage and analytics
CloudWatch, X-Ray for logging and monitoring
Implement Infrastructure as Code ( IaC ) using Terraform or AWS CloudFormation.
Optimize ML workloads for cost, performance, and scalability, including GPU/spot instance strategies.

DevOps, Security & Compliance

Build and maintain CI/CD pipelines using tools such as GitHub Actions, GitLab CI, Jenkins, or AWS CodePipeline .
Enforce security best practices (IAM, VPC, encryption, secrets management).
Support compliance

📌 Staff MLOps Engineer (Bengaluru)
🏢 symplr
📍 Bengaluru