I was assigned a task to design and train a machine learning model that can classify the state of a bee hive given a few seconds of recorded audio as input. While working on that project, I read two research papers, I was introduced to various signal processing techniques and I experimented with a Support Vector Machine and an Artificial Neural Network. Finally, I ended up picking the latter.