Worked on surveillance with the goal of detecting enemies within predetermined areas in military zones for increased protection. This system efficiently detects possible threats by using Convolutional Neural Networks (CNN) and ML. My in-depth work with OpenCV makes it possible to perform thorough visual analysis via camera-based observation, which improves capacity to identify and evaluate risks faster to train the models.