Machine Learning Scientist (all Levels)

Abridge · Vertical AI · San Francisco, CA · Builder

Machine Learning Scientist role focused on advancing medical NLP research, including summarization, evidence extraction, and outcome prediction. The role involves publishing research, developing state-of-the-art methods, and shipping them into production, with a strong emphasis on real-world impact and deployed technology. Experience with foundation models, deep learning libraries, and multi-GPU training is required.

What you'd actually do

  1. Advance the state of the art in medical NLP, in areas including conversation summarization, evidence extraction, outcome prediction, evaluation techniques, and experimentation.
  2. Actively contribute to the wider research community by sharing and publishing original research
  3. Help to define important problems, identify appropriate baselines, develop state-of-the-art methods, and ship them into production.
  4. Dial deeply into real-time feedback from clinicians to guide further refinements and innovations
  5. Be results-oriented in the face of ambiguous problems and uncertain outcomes

Skills

Required

  • Machine learning
  • Natural language processing
  • Foundation models
  • Deep learning libraries (e.g. PyTorch, Jax, Tensorflow)
  • Multi-GPU training
  • Statistical analyses of observational and experimental data
  • Graduate degree (MS or PhD) in Electrical Engineering, Computer Sciences, Mathematics, or equivalent experience

Nice to have

  • Experience in the medical domain

What the JD emphasized

  • High-impact publications at peer-reviewed AI conferences
  • Significant real-world impact, as demonstrated through open source contributions and deployed technology.
  • Strong programming skills with proven experience crafting, prototyping, and delivering machine learning solutions into production.

Other signals

  • advancing state of the art in medical NLP
  • publishing original research
  • shipping methods into production
  • real-world impact through deployed technology