My final year project was on automatic violence detection using deep learning. Our team of four developed a system that could identify violent actions in videos. We used Convolutional Neural Networks (CNNs) for feature extraction and Recurrent Neural Networks (RNNs) for temporal analysis, achieving an accuracy of around 85%. The system was tested on public datasets and could be integrated into surveillance systems to enhance security