Can you suggest a topic for a Bachelor Thesis in Mathematics that is related to Machine Learning?
I would like to make two points clear as a researcher:

Mathematics is a very broad discipline. When you're on bachelor level it is still appropriate to call it &quot;Mathematics&quot; but already in Masters, you'll need to specialize! Youll have to choose a branch and then you won't be &quot;a mathematician&quot; you'll be Statistician, a topologist, graph theorist, category theorist etc. This being said you need to ask yourself which branch you're most interested in? This leads to the next point:

The fact that you're interested in Machine Learning already narrows it down to  Probability &amp; Statistics, Linear Algebra, Multivariate Calculus. And here I would say that any topic that falls within these categories will help you later along the road.


Bachelor Thesis is a piece of scientific work that's why it is called &quot;Bachelor&quot;. You are supposed to do research and produce new knowledge regardless of how small or significant it will be. This forum cant do it for you.
Pick something YOU are interested in from Probability &amp; Statistics, Linear Algebra or Multivariate Calculus and explore the topic. Once you start you'll inevitably get questions that need addressing. If you get stuck pick a classic problem (for example Knight's tour) and systematically break it down.