Senior Manager, Machine Learning
Senior Manager, Machine Learning
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Job Description
Application Deadline:
Address:
33 Dundas Street WestJob Family Group:
Senior Manager Machine Learning plays a central role in shaping our AI strategy and driving the development and deployment of advanced AI/ML leads a team of data scientists and works collaborately with various partners from marketing product data technology to deliver impactful products that drive business outcomes for retail and business banking.
- Conduct strategic planning and review with business partners periodically to discuss and prioritize model initiatives ensuring alignment to organization key focus and drive business impact
- Provide expert consultancy on model performance usage and design test and learn to allow for continuous improvement
- Manage and oversee the performance and governance of 100 models
- Design and implement end-to-end standard process for the full model life cycle including requirement collection data build model development validation production ongoing monitoring and governance activities
- End-to-end project management continuous interaction with key stakeholders (strategy implementation business and model validation partners)
- Applies expertise and thinks creatively to address unique or ambiguous situations and to find solutions to problems that can be complex and non-routine.
- Data mining or extracting usable data from multiple data sources process clean validate the integrity of data to be used for analysis and analyze large amounts of information to find patterns and solutions
- Develop prediction systems through the usage ofmachine learning tools and advanced statisticsto select features create and optimize classifiers or regression outcome
- Present result in a clear and concise manner for non-technical stakeholders and comprehensive model documentation
- Responsible for resolving issues raised by independent validation Internal Audit and ongoing model monitoring
- Accountable for existing models in production and responsible for documentation related to existing models (annual assessment and re-validation model updates)
- Oversee the integration of data applications and AI/ML models with existing data environments APIs and microservices
Qualification
- A post secondary degree in a quantitative field (i.e. mathematics statistics computer science economics engineering physics business); Advanced degree is an asset
- 5 years of experience building and deploying ML models with strong understanding and working knowledge of advanced statistical methods and Machine Learning techniques
- 3 years of experience managing a data science team
- 5 years of experience in data manipulation on large datasets (ingestion processing merging and aggregation of data)
- Strong planning and organizing skills
- Strong programming skills in Python and SAS
- Proficiency in both SQL and Big data technologies (Hadoop Spark)
- Experience working in cloud based modeling environment a plus (ie. AWS Sagemaker AzureML etc)
- Excellent in building powerpoint and data visualization
- Experience in automation and scheduling of data pipeline for end-to-end scoring solutions
- Have thorough understanding of architecture and technology required to deliver ML solutions
- Excellent written and oral communication skills and the capability to drive cross-functional requirements with product and engineering teams
- The ability to present technical concepts and results in an audience-appropriate way
- An inquisitive and investigative nature: You are driven by curiosity and seek answers to problems by sifting through data to discover patterns and customer journeys
Salary:
Pay Type:
The above represents BMO Financial Groups pay range and type.
Salaries will vary based on factors such as location skills experience education and qualifications for the role and may include a commission structure. Salaries for part-time roles will be pro-rated based on number of hours regularly worked. For commission roles the salary listed above represents BMO Financial Groups expected target for the first year in this position.
BMO Financial Groups total compensation package will vary based on the pay type of the position and may include performance-based incentives discretionary bonuses as well as other perks and rewards. BMO also offers health insurance tuition reimbursement accident and life insurance and retirement savings plans. To view more details of our benefits please visit: Us
At BMO we are driven by a shared Purpose: Boldly Grow the Good in business and life. It calls on us to create lasting positive change for our customers our communities and our people. By working together innovating and pushing boundaries we transform lives and businesses and power economic growth around the world.
As a member of the BMO team you are valued respected and heard and you have more ways to grow and make an impact. We strive to help you make an impact from day one for yourself and our customers. Well support you with the tools and resources you need to reach new milestones as you help our customers reach theirs. From in-depth training and coaching to manager support and network-building opportunities well help you gain valuable experience and broaden your skillset.
Note to Recruiters: BMO does not accept unsolicited resumes from any source other than directly from a candidate. Any unsolicited resumes sent to BMO directly or indirectly will be considered BMO property. BMO will not pay a fee for any placement resulting from the receipt of an unsolicited resume. A recruiting agency must first have a valid written and fully executed agency agreement contract for service to submit resumes.
Required Experience:
Senior Manager
Employment Type
Full-Time
