Why do we need Gaussian process?
We need Gaussian processes because they provide a flexible and powerful framework for non-parametric regression and classification. By modeling distributions over functions, Gaussian processes can capture complex patterns and uncertainties in data, making them suitable for a wide range of machine learning tasks.