AI, Dimensionality Reduction, Machine Learning, Python, Data Science.
This example uses the make_classification function to generate a synthetic dataset, split the data into training and test sets, and standardize the features. It then initializes the TruncatedSVD model, fits it on the training data, and selects the number of components based on the desired variance