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Use fit_transform on training data, but transform (only) on testing/new data
Understanding fit and transform in Scikit-Learn for Python Programmers
For Intermediate 18: Scikit-learn 15: Preprocessing 15: ColumnTransformer()
Python Feature Scaling in SciKit-Learn (Normalization vs Standardization)
Simplify Data Preprocessing with Python's Column Transformer: A Step-by-Step Guide
PYTHON : How to use sklearn fit_transform with pandas and return dataframe instead of numpy array
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Last Updated: October 14, 2026
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