Making Deep Learning Powered Healthcare a Reality: Will Jack, CEO, Remedy
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Transcript of Making Deep Learning Powered Healthcare a Reality: Will Jack, CEO, Remedy
![Page 1: Making Deep Learning Powered Healthcare a Reality: Will Jack, CEO, Remedy](https://reader031.fdocuments.in/reader031/viewer/2022030313/58a302d91a28abea508b5225/html5/thumbnails/1.jpg)
Making Deep Learning Powered Healthcare a Reality
Will Jack, Co-founder
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LARGE CLEAN DATA SETS
DEPLOYING TECHNOLOGY AT THE POINT OF CARE
INTERPRETABLE MODELS
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INTERPRETABLE MODELS
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Deep models are necessary for accuracy but are hard to interpret
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FLU
sneeze
weight
headache
no fatigue
age
sneeze
headache
no fatigue
Model Data and Prediction Explanation Human Decision
Explainer (LIME)
Model Interpretability: LIME
Source: Marco Tulio Ribeiro
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Source: Marco Tulio Ribeiro
Model Interpretability: LIME
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P ( ) = 0.54 P ( ) = 0.07 P ( ) = 0.05
Source: Marco Tulio Ribeiro
Model Interpretability: LIME
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Model Interpretability: Distillation
Target
Output
Input
Deep Learning
Model
Mimic Model
y y y y
x
nn nn
nn
m
x x
Source: Che et al. “Interpretable Deep Models for ICU Outcome Prediction”
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Model DistillationBLACK BOXDEEP MODEL
0
1 2
3 4 5 6
OUTPUTS
INPUTS
Model Interpretability: Distillation
Source: Che et al. “Interpretable Deep Models for ICU Outcome Prediction”
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LARGE CLEAN DATA SETS
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HIGHLY SILOEDLACKS
STANDARDIZATION DIRTY DATA
Interpretation Model: Distillation
Source: Marco Tulio Ribeiro
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DEPLOYING TECHNOLOGY AT THE POINT OF CARE
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Deploying to health systems is a
NIGHTMARE
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VIRTUAL PHYSICIAN’S ASSISTANT
Remy
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Remy collects granular, structured data around the diagnostic thought process
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INTAKE HISTORY TRIAGE FOLLOW UP
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COMPREHENSIVE DATASET
OUTCOMES
Remedy is building a
for automated diagnosis and treatment plan design
based on
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Questions?