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Detecting Stress Levels from PPG Sensor Data using ANN #889#1101

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juned-pinjari:stress-ppg-detection
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Detecting Stress Levels from PPG Sensor Data using ANN #889#1101
juned-pinjari wants to merge 2 commits into
abhisheks008:mainfrom
juned-pinjari:stress-ppg-detection

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Issue Title: Detecting Stress Levels from PPG Sensor Data using ANN

  • Info about the related issue: Predict stress levels (No Stress /
    Interruption / Time Pressure) from PPG/HRV sensor data using deep learning
  • Name: Juned Pinjari
  • GitHub ID: @juned-pinjari
  • Identify yourself: GSSoC 2026 Contributor

Closes: #889

Describe the add-ons or changes made 📃

Added complete project: EDA, preprocessing, 4 DL models (ANN, 1D-CNN, LSTM, GRU),
visualizations, and Streamlit web app.

Model Test Accuracy
ANN 99.93%
1D-CNN 99.99% ✅ Best
LSTM 99.90%
GRU 99.94%

Type of change

  • New feature (non-breaking change which adds functionality)

How Has This Been Tested?

All 4 models trained and evaluated on 73,858 test samples.
Web app tested locally with Streamlit.

Checklist

  • My code follows the guidelines of this project.
  • I have performed a self-review of my own code.
  • I have made corresponding changes to the documentation.
  • I have added things that prove my fix is effective or that my feature works.

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github-actions Bot commented Jun 3, 2026

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Our team will soon review your PR. Thanks @juned-pinjari :)

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Detecting Stress Levels from PPG Sensor Data using ANN

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