If you have a machine learning model and you want to see what things it thinks are similar, you can use TSNE to visualize that by rendering similar points close

If you have a machine learning model and you want to see what things it thinks are similar, you can use TSNE to visualize that by rendering similar points close together in two or three dimensions. UMAP is another method used for similar purposes.