Healthcare AI requires more than technical execution.
Candidate Focus
models
metrics
datasets
Professional Focus
systems
workflows
decisions
Key Considerations
where the model fits in practice
how outputs are used
what constraints exist
Practical Shift
Before building:
define the decision
understand the workflow
consider real-world limitations
Key Insight
Effective healthcare ML is about system alignment—not just model performance.
I am open to remote roles globally.
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