Full-Time

Applied Machine Learning Engineer

All levels

Posted on 8/19/2024

Pomelo Care

Pomelo Care

11-50 employees

Personalized healthcare for pregnancy and newborns

Healthcare

Compensation Overview

$135k - $230kAnnually

+ Equity Compensation

Mid

Remote in USA

Category
Applied Machine Learning
Natural Language Processing (NLP)
AI & Machine Learning
Requirements
  • At least two years of end-to-end experience of training, evaluating, testing and deploying machine learning in production environments
  • Experience building data pipelines leveraging data from many sources as well as designing database schemas.
  • Proven ability to extract and articulate valuable insights when data is difficult to model, e.g. sparse features or uncertain outcomes.
  • Strong communication skills with the ability to explain complex ML concepts to both technical and non-technical audiences.
Responsibilities
  • Create predictive models to identify patients most likely to benefit from proactive outreach.
  • Develop models to detect and categorize urgent or important patient messages, improving response times.
  • Build risk prediction models to identify potential health complications early, guiding personalized care.
  • Implement retrieval augmented generation (RAG) to query and extract insights from FHIR records and patient charts.

Pomelo Care provides personalized healthcare services for pregnant individuals and newborns. The company combines traditional medical practices with advanced technology to improve health outcomes for families. Their services are designed to be accessible and focus on evidence-based care, ensuring that expectant mothers and their newborns receive the best possible support. Unlike many competitors, Pomelo Care emphasizes a tailored approach to healthcare, integrating technology to enhance the patient experience. The goal of Pomelo Care is to create a supportive environment that promotes the health and well-being of families during pregnancy and early childhood.

Company Stage

Series B

Total Funding

$84.6M

Headquarters

New York City, New York

Founded

2021

Simplify Jobs

Simplify's Take

What believers are saying

  • Increased demand for telehealth boosts Pomelo's virtual care services.
  • Expansion of Medicaid coverage offers Pomelo new market opportunities.
  • Growing interest in personalized healthcare aligns with Pomelo's service model.

What critics are saying

  • Competition from similar maternity care providers may reduce Pomelo's market share.
  • Operational challenges from integrating The Doula Network could affect service delivery.
  • Regulatory scrutiny on virtual healthcare may increase compliance costs for Pomelo.

What makes Pomelo Care unique

  • Pomelo Care combines virtual and in-person maternity services, unique in the industry.
  • The acquisition of The Doula Network enhances Pomelo's comprehensive care model.
  • Pomelo uses data science to improve maternal and infant health outcomes.

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Benefits

Health Insurance

Company Equity

Paid Vacation

INACTIVE