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@@ -177,7 +177,8 @@ capture non-linear relationships, model interactions between physiology and work
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  After generating these features, the entire dataset (including new columns) underwent One-Hot Encoding and Standard Scaling to ensure compatibility with regression algorithms.
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- **Clustering**
 
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  To incorporate body-composition patterns into the model, I applied K-Means clustering to key physiological attributes:
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  Age, Weight, Height, BMI, Fat Percentage, Resting BPM
@@ -258,7 +259,7 @@ Session_Duration and its engineered non-linear variant (Session_Duration_sq) wer
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  ---
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- #**Part 7: Regression to Classification**
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  7.1 Converting the Regression Target into Classes
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  After generating these features, the entire dataset (including new columns) underwent One-Hot Encoding and Standard Scaling to ensure compatibility with regression algorithms.
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+ **Clustering:**
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+
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  To incorporate body-composition patterns into the model, I applied K-Means clustering to key physiological attributes:
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  Age, Weight, Height, BMI, Fat Percentage, Resting BPM
 
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  ---
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+ # **Part 7: Regression to Classification**
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  7.1 Converting the Regression Target into Classes
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