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.

Computer Vision Insights Newsletter – A biweekly newsletter to help bring the latest machine learning and computer vision research to applications in people and planetary health.

Computer Vision Strategy Session – Not sure how to advance your computer vision project? Get unstuck with a clear set of next steps. Schedule a 1 hour strategy session now to advance your project.

Computer Vision Advisory Services – Monthly advisory services to help you strategically plan your CV/ML capabilities, reduce the trial-and-error of model development, and get to market faster.