Facebook pixel

Senior Machine Learning Engineer
Applied AI
Posted on 11/12/2022
INACTIVE
Locations
Minneapolis, MN, USA
Experience Level
Entry
Junior
Mid
Senior
Expert
Desired Skills
Apache Spark
BigQuery
Data Analysis
Pytorch
Redshift
SQL
Tensorflow
Apache Beam
Natural Language Processing (NLP)
Requirements
  • You have 5+ years experience as a machine learning engineer or scientist, deploying models in production at scale. Experience deploying models as a part of a (possibly stateful) microservice is strongly desired
  • You are passionate about directly optimizing core products or operations through AI/ML systems deployed to production
  • You care deeply about exploring data and understanding the real life user behavior and processes that generate it
  • You are expert in Python's open source machine learning ecosystem. Experience with tensorflow or pytorch is strongly desired
  • You excel at communicating progress, trade-offs, and the results of your work to team members from other functions
Responsibilities
  • Applied AI Products: Research, develop, deploy, and monitor intelligent systems to improve patient acquisition and outcomes at scale
  • Reframe vague but mission-critical business objectives into empirical problems that can be addressed with machine learning, optimization routines, and statistical modeling
  • Conduct exploratory analyses of users and business processes to understand your datasets and make excellent modeling choices downstream
  • Leverage our platform/tooling to develop and deploy models in our production environment
  • Understand the impact of your models on user and business level KPIs; leverage this understanding to guide subsequent efforts
  • We champion a "you build it, you run it" attitude on Applied AI. Machine Learning Engineers support production operations by participating in on-call rotations for Applied AI services
  • Applied AI Platform: Collaborate with other machine learning engineers in designing extensible software and infrastructure to accelerate model training, serving, and operations
  • Product Leadership: Participate in setting the direction of highly cross functional teams (incl. Applied AI, Product Engineering, Design, Clinical Ops, and Marketing)
  • Immerse yourself in the rich data we collect in service of our patients' care. Our data includes high dimensional time series data, meal images, natural language discourse, insurance claims, and much more
  • Ship one new data pipeline or ML model as a feature in our patient or clinician-facing products
  • Teach and inspire other Applied AI team members on your areas of expertise through knowledge sharing, pair programming, and code reviews
Desired Qualifications
  • You are strong with SQL and able to extract data from data warehouses like Redshift or Bigquery. Experience with modern data processing technologies like Apache Spark or Apache Beam is a plus
Virta Health

51-200 employees

Diabetes reversal healthcare technology
Benefits
  • Remote-first work environment
  • Flexible work hours & time off policy
  • Health insurance
  • Paid parental leave
  • Free Virta treatment & family discount
  • Internet, home office, learning & development stipends
  • Employee resource groups
  • 401K & ROTH contribution
Company Core Values
  • People first
  • Ownership
  • Impact
  • No ego
  • Transparency
  • Evidence-based
  • Risk taking & rapid iteration