Our UCSD Senior Project is about finding whether the gut microbiome population shifts enough during the year to be detectable to a sophisticated machine learning model. After developing a Transformer Neural Network similar to models such as ChatGPT, the results do indeed show that the gut microbiome experiences seasonal rhythmic changes.