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Impact AI

Biomarker Discovery from Pathology Images with Matt Alderdice from Sonrai Analytics

26 min • 17 oktober 2022

In this episode, I talk with Matt Alderdice, Head of Data Science at Sonrai Analytics, about precision medicine. Sonrai Analytics automates laborious data processes and speeds up new drug and healthcare developments.


Highlights:

  • Machine learning for automating time-consuming and tedious analysis of microscopy images.
  • Training for machine learning practitioners new to pathology by integrating domain experts with your team.
  • Involving stakeholders throughout a project.
  • Literature reviews to search for associated publications and potential solutions to avoid overly complicated solutions.
  • Validating models with ethnically diverse datasets.
  • Analytical validation for differing stains, scanners, and operators.
  • Clinical validation on a held out dataset in the same environment as would be in the clinic.
  • Identifying relevant metrics from conversations with pathologists, oncologists, nurses, and patients.
  • Focus on the problem you’re trying to solve – AI is just a tool.


Links:

Sonrai Analytics’ website

Matt Alderdice on LinkedIn

Resources for Computer Vision Teams:

LinkedIn – Connect with Heather.

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