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Sleep Disorder Predictor - Added #194

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merged 1 commit into from
Oct 30, 2024

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Soumya0927
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Description

I added a new feature to predict sleep disorders based on various health and lifestyle metrics. This addition enhances the predictive capabilities of the application by focusing on sleep-related analysis.

Issue Resolved

This PR resolves #180

Changes Made

  • Implemented a models to predict sleep disorders based on features such as Sleep Duration, Quality of Sleep, Physical Activity Level, Stress Level, BMI, and more.
  • Added the preprocessing pipeline to include scaling and encoding of features.
  • Added data visualizations and exploratory analysis in the notebook.

Checklist

  • My code follows the current project structure
  • I have thoroughly reviewed and updated the requirements.txt file to include any new packages
  • The predict.py file includes a properly implemented model_details() function, or the notebook contains this function to print a detailed model report. The model will not be accepted without this function, as it is essential for generating the necessary model details.
  • I have added relevant tests (if necessary).
  • I have added comments in the code where needed.
  • This PR is submitted under Hacktoberfest.
  • This PR is submitted under GirlScript Summer of Code (GSSoC-Extd).

@Soumya0927
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@yashasvini121 Kindly review, and let me know if any changes required.

@yashasvini121 yashasvini121 self-requested a review October 30, 2024 17:18
@yashasvini121 yashasvini121 merged commit 89c5053 into yashasvini121:master Oct 30, 2024
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Sleep Disorder Predictor System Using Machine Learning
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