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Senior Machine Learning Engineer

2 months ago


Carson City, Nevada, United States General Motors Full time
About the Role

The Staff Machine Learning Engineer will be responsible for driving the vision and execution of LiftIQ, a Marketing Experimentation and Optimization Platform. This individual will be a technical leader and have expertise in building scalable Machine Learning data products for experimentation and optimization, including experiment design, statistical and ML models for measurement, optimization, and personalization leveraging 1P/3P data sources.

Key Responsibilities
  • Collaborate with cross-functional teams, including engineering, data science, and UX/UI design, to build and refine the platform that enables experimentation, measurement, and optimization.
  • Work closely with stakeholders in GM's vehicle brands, subscriptions, and customer care product, as well as the Performance Driven Marketing team to ensure business acceptance of models, metrics, visualization of experiment performance, and optimization.
  • Develop platforms, tools, and democratized capabilities that allow stakeholders and data scientists to identify marketing initiatives with high return on investment.
  • Design and engineer efficient and resilient ML platforms and software products that run at scale.
  • Participate in design, architecture, and code reviews, foster collaboration, and guide the team through roadmap deliverables and other technical challenges.
  • Raise the bar of ML engineering by improving best practices, producing exemplary code, documentation, automated tests, and thorough and precise monitoring.
Requirements
  • Bachelor's degree in computer science, data science, applied mathematics, or related quantitative field, or equivalent combination of education and recent, relevant work experience.
  • 5-8+ years of experience in full-stack software development, machine learning, data science, or quantitative insights, and with data structures/algorithms.
  • Strong programming skills in Python, Spark, and proficiency in full-stack software development using React, custom visualization using D3.
  • Expertise in Machine Learning Algorithms and Techniques: Comprehensive understanding of diverse machine learning algorithms, spanning supervised and unsupervised learning, deep learning, reinforcement learning, and ensemble techniques.
  • 2+ years of experience successfully leading technical teams or work.
  • Previous experience and examples building customer platforms and exhibiting platform and data governance.
  • Understanding of the principles of causality and/or modeling of incrementality.
  • Understanding of the basic principles of experimental design and analysis.
  • Familiarity with models of customer lifetime value, retention, and churn.
  • Prior experience managing and influencing stakeholders, analysts, architects, engineers, and other product owners building a similar capability.
  • Ability to evaluate the big picture and solve business problems rather than focusing solely on metrics.
  • Strong drive for results and intellectual curiosity; must be a self-starter.
  • Ability to train, mentor, and evaluate the technical capabilities of others.
  • Prior experience evaluating and/or hiring high-performing talent.
  • Strong project management skills with demonstrated success.
  • Ability to prioritize and manage multiple tasks and projects at once without sacrificing quality.
  • Excellent team player with strong interpersonal skills and highly collaborative work style.
  • Excellent oral, listening, presentation, and written communication skills.