Reshaping NumPy arrays aligns data for machine learning models, converting flat arrays into 2D or multi-dimensional forms for CNNs, batching time series, enabling broadcasting, and adapting data shapes after loading from CSV or databases. Reshape with -1 offers flexible dimension manipulation.