Senior ML Ops Engineer
General Mills · Mumbai, Maharashtra, India - Pune, Maharashtra, India
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General Mills · Mumbai, Maharashtra, India - Pune, Maharashtra, India
KEY ACCOUNTABILITIES • Design, develop, and maintain end-to-end MLOps pipelines using GCP, Vertex AI, Airflow, Kubeflow, and MLflow. • Build and optimize data ingestion, transformation, deployment, monitoring, retraining, and CI/CD/CT pipelines for production ML solutions. • Implement MLOps best practices, including version control, coding standards, workflow orchestration, and lifecycle management. • Design scalable ML solution architectures and recommend technology stacks aligned with business and technical requirements. • Provide production support, troubleshoot issues, perform root cause analysis, and drive continuous platform improvements. • Mentor team members through code reviews, technical guidance, and knowledge-sharing on MLOps frameworks and best practices. • Collaborate with Data Science, Data Engineering, Platform, and Business teams to deliver scalable ML solutions. • Research, document, and adopt emerging MLOps technologies, architecture patterns, and engineering best practices to drive innovation. MINIMUM QUALIFICATIONS Education: Minimum qualification is Bachelor's degree (full time) Experience: Minimum 6+ yrs of professional experience in MLOps E2E framework and 10+ years of total experience Technical Skills: Expertise in Data Transformation and Manipulation through Big-Query/SQL, Professional experience with Vertex AI and GCP Services, Expertise in one of the programming Language Python/R, Should have experience in Airflow/Cloud composer, Kubernetes/Kubeflow, MLflow, TFX,Docker -container Soft Skills: Strong communication skills both verbal and written including the ability to interact effectively with colleagues of varying technical and non-technical. Passionate about agile software processes, data-driven development, reliability, and systematic PREFERRED QUALIFICATIONS • GCP certification • Understanding of CPG industry • Basic understanding of DBT, AutoML Concept ELIGIBILITY Applicants must meet minimum age qualifications in the country in which the job is located.