Rainfall in Indonesia is influenced by complex factors, including El Niño, La Niña, the Asian monsoon, diverse topography, and land-sea interactions, which shape varying weather patterns and rainfall intensity. This study analyzes rainfall patterns in Sulawesi Island from 1981 to 2015 using the Fast Fourier Transform (FFT) and Empirical Orthogonal Function (EOF) methods with a machine learnin…