Machine learning in subsurface geothermal energy: Two decades in review

•The application of machine learning in the geothermal industry is growing.•Years 2020 and 2021 saw a sharp increase in machine learning applications, especially the use of deep learning algorithms.•Reservoir characterization was the research area with the most publications.•Exploration, drilling and research on seismicity would benefit from more applications of machine learning.