General Mills

Lead D&T Machine Learning Engineer

General Mills

Mumbai•Remote•12+ Yrs•1 hour ago

Remote

We make food the world loves: 100 brands.

Implement MLOps practices: • Development of end-to-end MLOps framework and Machine Learning Pipeline using GCP, Vertex AI, and Software tools • Serving Pipeline with multiple creation Vertex AI and GCP services. Improve ML pipeline documentation and understandability. • Automate logging of model usage and predictions provided. Improve logging and diagnostic processes. • Automate monitoring of models both for failures and degradation.
Automate monitoring of data sources to identify issues and/or data changes. • Design and implement dynamic re-training of ML pipelines using event-based or custom logic. • Resource and Infra Monitoring configuration and pipeline development using GCP service. • Branching strategies and Version Control using GitHub • ML Pipeline orchestration and configuration using Airflow/Kubeflow. • Code refactorization & coding best practices implementation as per industry standard

Full-time graduate from an accredited University.
Advanced degree in a quantitative field (CS, engineering, statistics, math, data science).
Proven technical leadership in a large, complex matrixed organization.
Relevant Machine Learning experience of 6+ years and overall 12+ years of Industry experience.
Track record of producing machine learning models and production infrastructure at scale.
Strong verbal and written communication skills including the ability to interact effectively with colleagues of varying technical and non-technical abilities.
Passionate about agile software processes, data-driven development, reliability, and systematic experimentation.
Passion for learning new technologies and solving challenging problems.
Good understanding of CI, CD, TDD, and tools such as Jenkins.
Strong understanding of orchestration frameworks such Airflow/Kubeflow/MLFlow.
Agile software development experience such as Kanban and Scrum.
Expertise in Data Transformation and Manipulation through Big-Query/SQL
Professional experience with Vertex AI and GCP Services.
Strong proficiency in Python.

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