I am a final year Bachelor of Mathematics student and next semester I will write my Bachelor thesis.
My interests are in Machine Learning (ML) and I will do a master in ML next year. More specific sub-fields I like are
- Deep Learning
- Computer Vision
- Natural Language Processing
- Reinforcement Learning
And my interests outside of ML and mathematics include
- Self-driving cars (e.g. Tesla)
- Rocket and space exploration
more vaguely, I find tech interesting as a whole.
I am looking for a thesis which would bring me as close as possible to the field of ML. Do you have topic recommendations ?
BUT my Bachelor is in Mathematics therefore I shall not write a thesis in Computer Science as it would not be accepted by my study director.
I know some people who were in my case. One of them for instance discovered and proved some convergence results in the context of Gradient Descent. Maybe this will inspire you with your answers.
Thanks in advance!
PS: This is a duplicate of my original question on the Math Stack Exchange but I thought that people on the Computer Science Stack Exchange could bring a different point of view.