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#22 Explaining Explainable AI (for healthcare) with Dr Annabelle Painter (RSM digital health section Podcast)
Manage episode 434385253 series 3585389
Το περιεχόμενο παρέχεται από το Dev and Doc. Όλο το περιεχόμενο podcast, συμπεριλαμβανομένων των επεισοδίων, των γραφικών και των περιγραφών podcast, μεταφορτώνεται και παρέχεται απευθείας από τον Dev and Doc ή τον συνεργάτη της πλατφόρμας podcast. Εάν πιστεύετε ότι κάποιος χρησιμοποιεί το έργο σας που προστατεύεται από πνευματικά δικαιώματα χωρίς την άδειά σας, μπορείτε να ακολουθήσετε τη διαδικασία που περιγράφεται εδώ https://el.player.fm/legal.
Dev and Doc is joined by guest Annabelle Painter, doctor, CMO, and podcaster for the Royal Society of Medicine Digital Health Podcast. We deep dive into explainability and interpretability with concrete healthcare examples.
Check out Dr. Painter's Podcast here, she has some amazing guests and great insights into AI in healthcare! - https://spotify.link/pzSgxmpD5yb
👋 Hey! If you are enjoying our conversations, reach out, share your thoughts and journey with us. Don't forget to subscribe whilst you're here :)
👨🏻⚕️ Doc - Dr. Joshua Au Yeung - https://www.linkedin.com/in/dr-joshua-auyeung/
🤖 Dev - Zeljko Kraljevic - https://twitter.com/zeljkokr
For enquiries - 📧 Devanddoc@gmail.com
🎞️ Editor - Dragan Kraljević - https://www.instagram.com/dragan_kraljevic/
🎨 Brand design and art direction - Ana Grigorovici - https://www.behance.net/anagrigorovici027d
Timestamps:
- 00:00 - Start + highlights
- 03:47 - Intro
- 08:16 - Does all AI in healthcare need to be explainable?
- 15:56 - History and explanation of Explainable/Interpretable AI
- 20:43 - Gradient-based saliency and heat maps
- 24:14 - LIME - Local Interpretable Model-agnostic Explanations
- 30:09 - Nonsensical correlations - When explainability goes wrong
- 33:57 - Modern explainability - Anthropic
- 37:15 - Comparing LLMs with the human brain
- 40:02 - Clinician-AI interaction
- 47:11 - Where is this all going? Aligning models to ground truth and teaching them to say "I don't know"
References:
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