A rare paper on machine learning for El Nino
Using Network Theory and Machine Learning to predict El Nino, Peter Nooteboom
https://dspace.library.uu.nl/bitstream/handle/1874/353201/Thesis_Peter_Nooteboom.pdf

Nothing truly impressive, the paper is reporting on short-term predictions