import pandas as pd

data = pd.DataFrame({'Category': ['A', 'B', 'A', 'B'], 'Target': [1, 0, 1, 1]})

# Compute mean target value for each category
target_mean = data.groupby('Category')['Target'].mean() 

# Replace categories with mean target values
encoded_features = data['Category'].map(target_mean)

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