I always found interesting that the English mathematical terminology has two different names for "stuff that locally looks like R^n" (manifold) and "stuff that is the zero locus of a polynomial" (variety). Other languages use the same word for both, adding maybe an adjective to specify which one is meant if not clear from the context. In Italian for example they're both "varietà"
Is there a clear application to a practical, real world data set where TDA is the state of the art? Don’t get me wrong, I love maths and topology in particular but I’m trying to understand what are the advantages that these techniques bring to the table
I’ve used algebraic topology for certain robotics tasks when statistical saftey wasn’t good enough and when trying to generalize techniques to learn on graphs.
The results are spectacular, but the application set is indeed very limited.