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Sleep Stage Classification with XAI

Completed

Explainable AI for PPG-based four-stage sleep classification, with SHAP/LIME interpretability and ensemble methods. IEEE-published.

Source code Paper
Explainable AI sleep stage classification from photoplethysmography signals

Overview

Explainable AI for photoplethysmography-based sleep analysis with four-stage sleep classification and enhanced accuracy through ensemble methods.

Highlights

  • IEEE Published
  • Explainable AI
  • Healthcare

Tech stack & key skills

Core tools, methods and skills demonstrated in this project:

Pythonscikit-learnSHAP / LIMEExplainable AIPPG signal processingFeature engineeringMulti-class classification
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