Senior ML Platform Engineer — SageMaker & MLOps Lead

TCC Toyota Motor Credit Corporation Company; Plano (TX); On-site; USD 180,000 - 240,000; Full time

Benefits offered by this job

Healthcare plans

401(k) with company match

Paid time off

Job summary

TCC Toyota Motor Credit Corporation Company is seeking an experienced machine learning platform engineer to design and operate cloud-native ML capabilities for production workloads. You will standardize SageMaker Studio, provision projects, and manage access across domains to enable scalable AI delivery.

You will build automated MLOps pipelines, govern the ML lifecycle with versioning and lineage, and ensure reproducible experiments with MLflow while strengthening security with IAM and SSO.

Qualifications

• Bachelor's degree in software engineering, cloud platforms, or ML.
• 7+ years in software engineering for cloud infra or ML platform ops.
• 4+ years hands-on AWS experience with SageMaker Studio, Pipelines, Endpoints.
• 3+ years building production MLOps pipelines (training, deployment, rollback).
• Proficiency with IaC tools (Terraform, CDK, CloudFormation).
• Deep IAM design knowledge for ML (execution roles, cross-account access).
• Strong collaboration and communication; able to work independently.

Responsibilities

• Architect cloud-native platform capabilities powering production ML workloads.
• Drive platform standardization with SageMaker Unified Studio setup.
• Build and maintain automated MLOps pipelines for data, training, deployment.
• Govern ML lifecycle with model versioning, lineage, cross-account promotion.
• Enable reproducible experiments with MLflow tracking.
• Strengthen platform security with IAM and Okta SSO and SailPoint.
• Deliver real-time and batch prediction workflows and monitor quality.
• Own platform observability with CloudWatch and Datadog.
• Collaborate with technical and business teams to accelerate AI delivery.

Skills

Cloud platforms

Machine Learning

AWS

SageMaker

MLOps

IAM design

Collaboration

Education

Bachelor's degree in software engineering / cloud / ML

Tools

Terraform / CDK / CloudFormation

SageMaker Studio

Okta SSO / IAM

CloudWatch / Datadog

Job description

TCC Toyota Motor Credit Corporation Company is seeking an experienced machine learning platform engineer to design and operate cloud-native ML capabilities for production workloads. You will standardize SageMaker Studio, provision projects, and manage access across domains to enable scalable AI delivery.

You will build automated MLOps pipelines, govern the ML lifecycle with versioning and lineage, and ensure reproducible experiments with MLflow while strengthening security with IAM and SSO.