Help me study for my thesis:"Using Machine Learning to monitor QOS in wireless networks"

I want to make a thesis named "Using Machine Learning to monitor QOS in wireless networks", but I only had a bit of machine learning in my course, and it consisted of using a trainer in python to classify news articles. So I'm pretty much at the beggining, and I've learn that there are LOTS of methods to choose from. Can you help me by saying what should I read and study mostly, and what I should not spend time on? I think my data will be all the traffic made my people using the Access Points, as well as the typical data provided by the Acess Points. I want to become excellent at it, but I'm kinda lost for now. Thank you very much guys! Sorry if I made any mistake, english isn't my first language.