Most of machine learning is directly or indirectly related to probability and statistics.
After all, machine learning is all about making predictions based on data, which inevitably
leads to statistical methods. These statistical methods are often couched as models, which
use probabilities to quantify the likelihoods of events. Therefore, having a strong background
in probability and statistics is critical.