AI/ML & MLOps Engineer — Databricks on AWS

Tata Consultancy Services Limited; Columbus (OH); On-site; USD 85,000 - 110,000; Full time

Benefits offered by this job

Discretionary Annual Incentive

Comprehensive Medical Coverage (Health

Family Support: Leave & Insurance

Commuter Benefits & Certification & Re

Vacation & Holidays

Job summary

Tata Consultancy Services Limited in Columbus, OH seeks an AI/ML & MLOps Engineer to design, deploy and operate resilient AI/ML solutions using Databricks AI Ops and AWS MLOps, with automation, CI/CD, model hosting, monitoring and production reliability.

The role focuses on building Databricks environments, deploying DABs via CI/CD, implementing MLOps, provisioning infra with Terraform, and integrating GenAI models. Strong Python and monitoring skills are essential.

Qualifications

• Hands-on Databricks AI Ops and scalable ML pipeline experience.
• AWS MLOps experience using relevant model-hosting and orchestration services.
• Terraform and infrastructure-as-code capability.
• CI/CD and deployment automation.
• Python for AI/ML workloads.
• Production model deployment, monitoring and troubleshooting.

Responsibilities

• Build and operate Databricks environments including Unity Catalog, Genie One, SQL Warehouse and compute.
• Develop and deploy Databricks Asset Bundles (DABs) through CI/CD pipelines.
• Implement MLOps practices for model versioning, deployment, monitoring and management.
• Provision cloud infrastructure using Terraform.
• Use AWS services including Sage Maker, S3, ECS, EKS, Lambda, Event Bridge and SSM Parameter Store.
• Develop Python-based AI/ML and model-hosting services.
• Integrate approved GenAI models such as OpenAI, Claude or GCP LLMs where required.
• Implement observability dashboards, alerts and production monitoring.
• Design for resilience, scalability, security and operational support.

Skills

Databricks AI Ops

AWS MLOps

Terraform

CI/CD

Python for AI/ML workloads

Model hosting & deployment

Tools

CloudWatch

Splunk

Job description

Tata Consultancy Services Limited in Columbus, OH seeks an AI/ML & MLOps Engineer to design, deploy and operate resilient AI/ML solutions using Databricks AI Ops and AWS MLOps, with automation, CI/CD, model hosting, monitoring and production reliability.

The role focuses on building Databricks environments, deploying DABs via CI/CD, implementing MLOps, provisioning infra with Terraform, and integrating GenAI models. Strong Python and monitoring skills are essential.