AI Snips
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AI Learns Unexpected Shortcuts
- In an early ultrasound DVT detection project, the AI model exploited machine metadata to make decisions instead of clinical features.
- This revealed the crucial need to understand the data generating process deeply to avoid misleading solutions.
Align AI with Data Generation
- Understand the data generating process thoroughly to ensure your AI learns the intended task.
- Closely collaborate with clinicians to align problem definition and data collection with clinical needs.
Impact-Driven Research Strategy
- Choosing research problems based on their potential large impact guides focus to high value projects.
- Break big goals into 6–9 month milestones for manageable, impactful progress.