Why we use fit_transform() for Training Data but only transform() for Testing Data

Sep 17, 2025 · 3 min read · When you start working with machine learning pipelines, one of the first things you’ll notice is that we often write code like this: from sklearn.preprocessing import StandardScaler scaler = StandardScaler() # Training set X_train_scaled = scaler...