Senior Machine Learning Engineer, Specialist
Top Benefits
About the role
Core 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.
Qualifications
- Undergraduate degree or equivalent combination of training and experience. Graduate degree preferred.
- Minimum of eight years related work experience.
Special Factors Sponsorship Vanguard is offering visa sponsorship for this position.
About Vanguard At Vanguard, we don't just have a mission—we're on a mission.
To work for the long-term financial wellbeing of our clients. To lead through product and services that transform our clients' lives. To learn and develop our skills as individuals and as a team. From Malvern to Melbourne, our mission drives us forward and inspires us to be our best.
How We Work Vanguard has implemented a hybrid working model for the majority of our crew members, designed to capture the benefits of enhanced flexibility while enabling in-person learning, collaboration, and connection. We believe our mission-driven and highly collaborative culture is a critical enabler to support long-term client outcomes and enrich the employee experience.
About Vanguard Canada
Putting investors first since 1975:
We sell high-quality investment products at the lowest possible price. This is the core of our investment philosophy because we think it’s essential to your investment success.
Unique structure: Vanguard was founded on a simple but revolutionary idea: that an investment company should be run for the sole benefit of its investors. At Vanguard, we don’t have any outside owners, so we don’t need to worry about a stock price or about generating profits for outside owners. This helps us keep costs low, so more of your money stays in your pocket—where it belongs.
A pioneer in the industry: 30 million investors worldwide trust us with over $7 trillion of their savings. Together we’re changing the way the world invests.
Terms: https://www.vanguard.ca/en/website-terms-of-use
Senior Machine Learning Engineer, Specialist
Top Benefits
About the role
Core 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.
Qualifications
- Undergraduate degree or equivalent combination of training and experience. Graduate degree preferred.
- Minimum of eight years related work experience.
Special Factors Sponsorship Vanguard is offering visa sponsorship for this position.
About Vanguard At Vanguard, we don't just have a mission—we're on a mission.
To work for the long-term financial wellbeing of our clients. To lead through product and services that transform our clients' lives. To learn and develop our skills as individuals and as a team. From Malvern to Melbourne, our mission drives us forward and inspires us to be our best.
How We Work Vanguard has implemented a hybrid working model for the majority of our crew members, designed to capture the benefits of enhanced flexibility while enabling in-person learning, collaboration, and connection. We believe our mission-driven and highly collaborative culture is a critical enabler to support long-term client outcomes and enrich the employee experience.
About Vanguard Canada
Putting investors first since 1975:
We sell high-quality investment products at the lowest possible price. This is the core of our investment philosophy because we think it’s essential to your investment success.
Unique structure: Vanguard was founded on a simple but revolutionary idea: that an investment company should be run for the sole benefit of its investors. At Vanguard, we don’t have any outside owners, so we don’t need to worry about a stock price or about generating profits for outside owners. This helps us keep costs low, so more of your money stays in your pocket—where it belongs.
A pioneer in the industry: 30 million investors worldwide trust us with over $7 trillion of their savings. Together we’re changing the way the world invests.
Terms: https://www.vanguard.ca/en/website-terms-of-use