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Delete train_model.py

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  1. train_model.py +0 -31
train_model.py DELETED
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- import pandas as pd
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- from sklearn.ensemble import RandomForestClassifier
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- from sklearn.preprocessing import LabelEncoder
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- import joblib
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-
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- # Load your dataset
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- df = pd.read_csv("mask_dataset.csv")
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-
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- # Encode features
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- face_shape_encoder = LabelEncoder()
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- skin_tone_encoder = LabelEncoder()
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- style_encoder = LabelEncoder()
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-
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- X = pd.DataFrame({
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- 'face_shape': face_shape_encoder.fit_transform(df['face_shape']),
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- 'skin_tone': skin_tone_encoder.fit_transform(df['skin_tone'])
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- })
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-
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- y = style_encoder.fit_transform(df['recommended_style'])
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-
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- # Train the model
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- model = RandomForestClassifier(n_estimators=100, random_state=42)
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- model.fit(X, y)
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-
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- # Save the model and encoders
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- joblib.dump(model, "mask_model.pkl")
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- joblib.dump(face_shape_encoder, "face_shape_encoder.pkl")
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- joblib.dump(skin_tone_encoder, "skin_tone_encoder.pkl")
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- joblib.dump(style_encoder, "style_encoder.pkl")
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-
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- print("✅ Training complete. Model and encoders saved.")