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Lead MLOps Engineer
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Lead MLOps Engineer - Oak Brook, United States - The Chamberlain Group Inc
Description
Chamberlain Group is a global leader in access solutions with top brands, such asLiftMasterand Chamberlain,found in millions of homes, businesses, and communities worldwide.
As a leader in the Smart Home industry, we boast one of the largest IoT install bases, with innovative products consisting of cameras, locks, card readers, garage door openers, gates and more, all powered by ourmyQdigital ecosystem.
Job SummaryThis is a role within CG's It Advanced Analytics and Data group.
A successful incumbent is expected to (i) provide technical leadership expertise to design and deliver end-to-end MLOps engineering solutions to support advanced analytics capabilities and drive innovation and decision-making across Chamberlain, and (ii)
Deploy and maintain various types of ML and AI models in production including model performance tracking and CI/CD pipelines for model retraining.
Requires a minimum of a Bachelors degree in computer science or related study and 7+ years of hands-on professional MLOps engineering experience.
Essential Duties and ResponsibilitiesDeploy and maintain various types of ML and AI models in production including model performance tracking and CI/CD pipelines for model retraining.
Develop standards and best practices for MLOps discipline and ensure consistency to these standards.Work closely with data scientists, software engineers, and data engineers to ensure successful deployment and management of AI/ML models.
Develop and maintain MLOps related infrastructure.
Stay abreast of current and emerging technologies to support new concept development, including emerging machine learning, data management, and AI capabilities with the real-time implementation of AI/ML software.
Perform design, code, and test plan reviews in support of maintaining data engineering standards.
Collaborate with data scientists to prepare data for model development and production.
Provide technical leadership to MLOps engineering associates and third-party contractors.
Comply with health and safety guidelines and rules; managers should also ensure compliance across their teams.
Protect Chamberlain Group's reputation by keeping information confidential.
Maintain professional and technical knowledge by attending educational workshops, reading professional publications, establishing personal networks, and participating in professional societies.
Minimum Qualifications
Education/Certifications:
Bachelor's degree in computer science or related quantitative field of study
Experience:
7+ years of hands-on professional MLOps engineering experience including understanding of container technology, Restful API and other various model deployment techniques and model performance measurement in production.
Agile methodologies
Knowledge, Skills, and Abilities:
Natural sense of urgency, teamwork, and collaboration reflected in daily work ethic
Strong knowledge of modern machine learning techniques.
Expert proficiency in programming and querying languages including Python and SQL
Proficiency in big data processing, including Apache Spark or Databricks
Proficiency in technologies like MLFlow, Azure ML services etc.
Other:
Preferred Qualifications
Education/Certifications:
Master's degree in computer science or related quantitative field of study
#LI-JM2
Chamberlain Group wants
all
of
its employees to
succeed and encourages
people of all backgrounds to apply.
We're
proud to be an Equal Opportunity Employer, and
you'll
be considered for this role regardless of race, color, religion, sex, national origin, age, sexual orientation, ancestry; marital,
disabled
or veteran status.
We're
committed to fostering an environment
where
people of
all live
d
experiences feel welcome.
Persons with disabilities who anticipate needing accommodations for any part of the application process may contact, in confidence .
NOTE:
Staffing agencies, headhunters, recruiters, and/or placement agencies, please do not contact our hiring managers directly.
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