The application of predictive analytics in the field of microbiology is a relatively new field. We explore possibilities of using artificial intelligence to understand microbial ecosystems. Please read our recently published paper on how we predicted biogeochemistry based on microbial community structure. The codes and a tutorial for the machine learning pipeline can be found on the following GitHub repository.