Mlops DevOps
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Role details
Tech stack
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Job description
- Build and manage end-to-end MLOps pipelines using AWS SageMaker and SageMaker Domains.
- Develop GitLab CI/CD pipelines for automated model build, testing, and deployment.
- Automate AWS infrastructure using Terraform / IaC.
- Containerize workloads using Docker and manage images through Amazon ECR.
- Design secure AWS environments using VPC, IAM, Security Groups, and SNS.
- Develop data pipelines using PySpark and integrate with Snowflake.
- Implement SageMaker model monitoring for drift, performance, data quality, and alerts.
- Support model deployment, versioning, rollback, monitoring, and troubleshooting.
- Ensure security, governance, compliance, and auditability of MLOps workflows in a banking environment.
- Collaborate with Data Science, ML Engineering, Data Engineering, Cloud, and Security teams.
Requirements
- AWS SageMaker & SageMaker Domains
- MLOps / ML Pipeline Development
- GitLab CI/CD
- Terraform / Infrastructure as Code
- Docker & Amazon ECR
- AWS VPC & IAM
- Python & PySpark
- Snowflake
- SageMaker Model Monitoring (Drift & Performance)
- AWS SNS / CloudWatch
- Model Deployment & Governance
- AWS Cloud Security & Compliance
Experience with AWS VPC, IAM, SNS, PySpark, Snowflake, and SageMaker Model Monitoring is required. The ideal candidate should also have experience with model drift/performance monitoring, cloud security, governance, auditability, and compliance, preferably within the banking or financial services industry. Key Skills: AWS SageMaker | SageMaker Domains | MLOps | GitLab CI/CD | Terraform | Docker | ECR | VPC | IAM | SNS | PySpark | Snowflake | Model Monitoring | Python | AWS Cloud Security.
Benefits & conditions
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$105,000-160,000 per year Cargill’s size and scale allows us to make a positive impact in the world. Our purpose is to nourish the world in a safe, responsible and sustainable way. We are a family company p…
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10 days ago +
About the company
Cargill
- Atlanta, GA
-
$105,000-160,000 per year Cargill’s size and scale allows us to make a positive impact in the world. Our purpose is to nourish the world in a safe, responsible and sustainable way. We are a family company p…, Cargill
- Decatur, GA
- $105,000-160,000 per year Cargill’s size and scale allows us to make a positive impact in the world. Our purpose is to nourish the world in a safe, responsible and sustainable way. We are a family company p…
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