Cloud MLOps Engineer supporting Data Science and Engineering teams by automating CI/CD pipelines and managing multi - cloud infrastructure for ML production.
About the role
- Senior AI/ML Engineer developing and programming machine learning integrated software algorithms for data analysis at Vanguard. Collaborating with data science teams to optimize data and model pipelines across production environments.
Responsibilities
- Develops complex data pipelines and implements data engineering design principles for iterative data pipeline development to drive scale and efficiency.
- Proficient in model development environments and coding best practices to enable model deployment.
- Integrates and optimizes existing data and model pipelines in a production environment.
- Identifies and diagnoses data inconsistencies and errors, documents assumptions, and forages to fill data gaps.
- Applies knowledge of experimental methodologies, statistics, optimization, probability theory, and machine learning concepts to create self-running artificial intelligence (AI) systems to automate predictive models.
- Proficient in SDLC processes and related tools and technologies.
- Partners with data science teams to review model ready dataset document/feature documentation.
- Develops data model design and document and reviews for completeness with data science teams.
- Partners with data science teams to understand data requirements, performs data discovery for model development.
- Performs detailed analysis of raw data sources for data quality, applies business context, and model development needs.
- Drives efficiency through the use of data discovery tools.
- Engages with internal stakeholders to understand and probe business processes and develop hypotheses.
- Brings structure to requests and translates requirements into an analytic approach.
- Participates in and influences ongoing business planning and departmental prioritization activities.
- Writes model monitoring scripts as needed.
- Diagnoses root causes based on model monitoring alerts and triages issues.
- Coordinates and plans response to model monitoring alerts and resolves issues.
- Serves as a machine learning engineering subject matter expert on cross functional teams for large strategic initiatives and contributes to the growth of the Vanguard analytic community.
- Participates in special projects and performs other duties as assigned.
- Designs and implements statistical analysis frameworks and protocols to uncover business trends across functions like marketing, supply chain, and economics.
- Applies advanced data mining techniques to build scalable models for deriving actionable insights from large-scale data sets.
- Explores and integrates evolving methodologies in machine learning and big data science to enhance decision-making strategies.
Requirements
- Minimum 8 years of experience in machine learning engineering or data science roles
- Bachelor’s degree (B.E./B.Tech) in Computer Science, Data Engineering, AI/ML, or related fields, or a Master’s degree/Diploma in Computer Science or Data Science
- Strong expertise in data pipeline development, statistical modeling, SDLC, AI/ML concepts, model monitoring, and stakeholder engagement across domains
Benefits
- Visa sponsorship
Job title
Job type
Experience level
Salary
Not specified
Degree requirement
Tech skills
Location requirements
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