This project aims to apply an artifical neural network to the RT-IoT2022 dataset, which is avaliable at https://archive.ics.uci.edu/dataset/942/rt-iot2022. The full article discussing the results and their interpretation can be found at https://bluehood.github.io/research/benh_machine-learning-intrusion-detection_2024.pdf.