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With the growing size and complexity of microbiome datasets, Machine Learning has showed great promise in classification and prediction of states of health and disease. As an Editor of the special issue of ML and the microbiome, our CEO here describes some published cutting-edge research in the field. He is also the Chair of the EU COST Action ML4Microbiome which aims to standardise, optimise and disseminate the use of ML for microbiome research.