Sr. ML Ops Engineer

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Date: Dec 23, 2025

Location: Mexico City, MEX, MX

Company: NTT DATA Services

Toyota’s OneTech Data department is seeking a motivated Mid-Level Machine Learning Engineer to contribute to building scalable machine learning solutions that enhance customer intelligence and support business decision-making.

Reporting to the Customer Data Science Manager at the Office of Data Science and Automation, you will collaborate with cross-functional teams to develop and deploy machine learning models that optimize marketing investments and improve customer engagement.


What you’ll be doing

  • Develop and implement machine learning models such as recommendation engines, customer segmentation, and predictive analytics to support customer-centric business initiatives.
  • Collaborate with data scientists and engineers to translate business requirements into technical solutions.
  • Write clean, maintainable, and production-quality code primarily in Python, PySpark, and SQL.
  • Assist in building and maintaining data pipelines and workflows using Spark, Airflow, or similar tools.
  • Participate in model validation, testing, and deployment processes.
  • Communicate findings and model insights effectively to both technical and non-technical stakeholders.
  • Work in an agile environment alongside product managers, data scientists, and engineers to deliver data-driven products.

What you bring

  • Bachelor’s degree in Data Science, Computer Science, Engineering, Mathematics, Statistics, or related quantitative field.
  • 8+ years of professional experience in machine learning or data engineering roles.
  • Solid understanding of machine learning algorithms and experience applying them to real-world problems.
  • Proficiency in Python and SQL; experience with PySpark or similar big data tools is a plus.
  • Familiarity with machine learning frameworks such as TensorFlow or PyTorch.
  • Experience with cloud platforms and ML tools like AWS Sagemaker or Databricks preferred but not required.
  • Ability to work collaboratively in a team and communicate technical concepts clearly.

Added bonus if you have

  • Experience deploying machine learning models in production environments.
  • Exposure to CI/CD pipelines and version control systems like GitHub.
  • Knowledge of data visualization tools such as Power BI or Tableau.
  • Interest or experience in the automotive industry.


Job Segment: Computer Science, Database, SQL, Technology

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