Why Domain Knowledge Is Critical in Healthcare Machine Learning

Healthcare ML differs from many other domains.

Data is influenced by:

• Clinical decision-making
• Workflow processes
• System constraints

Without domain knowledge, these factors can be misinterpreted.

This can lead to models learning incorrect patterns.

Domain expertise helps ensure that models are aligned with real-world meaning.

My work focuses on applying ML with this domain-aware approach.

I am open to remote roles globally.