THERE IS NO ONE-SIZE-FITS-ALL WORKFLOW FOR ML IN THE GEOSCIENCES. EVERY ML APPLICATION IS MADE UP OF A UNIQUE COMBINATION OF INPUT DATASETS PREPROCESSING STEPS MODEL ARCHITECTURES AND SCIENTIFIC OBJECTIVES. OVER THE COURSE OF THE LAST YEAR