WHY or WHEN to convert numeric data to a categorical data?
One reason to convert numerical data to categorical data is to improve the signal-to-noise ratio. Fitting a model to bins reduces the impact that small fluctuates in the data has on the model, often small fluctuates are just noise. Each bin "smooths" out the fluctuates/noises in sections of the data.