Impact AI Biomarker Discovery from Pathology Images with Matt Alderdice from Sonrai Analytics
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:
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