Senior ML Engineer — Cloud-Native AI & MLOps

Tata Consultancy Services; Toronto; On-site; CAD 90,000 - 120,000; Full time

Job summary

Tata Consultancy Services Canada Inc. is seeking a Senior Machine Learning Engineer to support the AI CoE’s ML initiatives in Canada. The role focuses on building, deploying, and operationalizing ML solutions in cloud environments with SQL and Python expertise.

You will work end-to-end on data prep, feature engineering, model development, deployment, and production support, collaborating with data scientists and engineers to accelerate enterprise AI delivery.

Qualifications

• Strong hands-on experience building, deploying, and operationalizing ML solutions in cloud environments.
• Expert knowledge of SQL and Python; able to implement end-to-end ML workflows.
• Experience with Azure ML, Databricks, MLflow and MLOps tooling.
• Proven ability to move models from prototype to production at scale.
• Able to work independently and collaborate with data scientists and engineers.

Responsibilities

• Develop end-to-end ML pipelines and services for production use.
• Deploy, monitor, and maintain ML models in production environments.
• Collaborate with data scientists and software engineers to deliver enterprise AI solutions.

Skills

SQL

Python

Azure ML

Databricks

MLflow

CI/CD pipelines

MLOps

Model deployment

Monitoring

GenAI/LLM

Tools

CI/CD pipelines

MLflow

Job description

Tata Consultancy Services Canada Inc. is seeking a Senior Machine Learning Engineer to support the AI CoE’s ML initiatives in Canada. The role focuses on building, deploying, and operationalizing ML solutions in cloud environments with SQL and Python expertise.

You will work end-to-end on data prep, feature engineering, model development, deployment, and production support, collaborating with data scientists and engineers to accelerate enterprise AI delivery.