Innovative Machine Learning Engineer for Digital Transformation
6 days ago
Job Overview
">We are seeking a seasoned Lead Machine Learning Engineer to join our dynamic Global Data Science team at General Mills. This role will lead efforts in migrating ML-based solutions from concept to production-level operational excellence.
">The ideal candidate will have expertise in AI platforms, ML model development life cycle, model management including orchestration, deployment, and monitoring, GCP Vertex AI, and a proven track record of successful AI solution delivery.
">This role works in close collaboration with Data Scientists, Data Engineers, Architects, and other teams to support the analytic consumption needs. Enhances the performance of the models and automates the production pipelines to gain efficiency.
">Key Responsibilities:
">- Establish and Implement MLOps practices, including end-to-end MLOps framework and Machine Learning Pipeline using GCP, Vertex AI, and Software tools">
- Create ML Serving Pipeline leveraging Vertex AI and GCP services and improve pipeline documentation and understandability">
- Automate logging of model usage and predictions provided and improve general logging and diagnostic processes for easy identification and remediation of runtime issues in Data & ML pipelines">
- Automate monitoring of models both for failures and degradation over time and 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 based triggers">
- Configure and develop pipeline resource and infra monitoring using GCP service and configure branching strategies and Version Control using GitHub">
- Implement ML Pipeline orchestration and configuration using Airflow/Cloud Composer in GCP/Kubeflow or similar orchestrators">
- Code refactorization and coding best practices implementation as per industry standard">
- Lead the investigation and resolution of production issues, perform root cause analysis, and recommend changes to reduce/eliminate re-occurrence of issues">
- Optimize deployment and change control processes for models and create and operationalize quality assurance processes for ML models">
- Partners with business stakeholders to design the right deliver value-added insights and intelligent solutions through ML and AI">
- Collaborates with Data Science Leads, ML System Engineering and Platform teams to ensure the models are deployed in a scaled and optimized way">
- Play a lead role in spearheading the development effort of new standards (design patterns, coding practices, orchestration patterns) and drive value and adoption across the Data Science team">
- Serves as an expert in the ML Ops and Model management space; brings together business knowledge, architecture, resources, people, and technology to create more effective solutions">
Requirements:
">- 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">
- Experience in supervised ML algorithms, optimization, and performance tuning">
- 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">
- Prior experience with CPG industry">
- Professional experience with Vertex AI and GCP Services">
- Strong proficiency in Python">
Preferred Qualifications:
">- GCP Machine Learning certification">
- Understanding of the Consumer-Packaged Goods (CPG) industry">
- Exposure to Deep Learning/Reinforcement Learning/Large Language Models">
- Certifications in AI, machine learning, or related fields">
Location:
">Mumbai, India
">Salary:
">$150,000 - $200,000 per annum
">About General Mills:
">We make food the world loves: 100 brands. In 100 countries. Across six continents. With iconic brands like Cheerios, Pillsbury, Betty Crocker, Nature Valley, and Häagen-Dazs, we've been serving up food the world loves for 155 years (and counting). Each of our brands has a unique story to tell.
">How we make our food is as important as the food we make. Our values are baked into our legacy and continue to accelerate us into the future as an innovative force for good. General Mills was founded in 1866 when Cadwallader Washburn boldly bought the largest flour mill west of the Mississippi. That pioneering spirit lives on today through our leadership team who upholds a vision of relentless innovation while being a force for good.
">General Mills India Center (GIC) is our global capability center in Mumbai that works as an extension of our global organization delivering business value, service excellence and growth, while standing for good for our planet and people.
">We advocate for advancing equity and inclusion to create more equitable workplaces and a better tomorrow.
">Contact Us:
">Please submit your application online through the link provided below. We look forward to hearing from you
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