As the Machine Learning Engineer at One Scream, I researched and developed audio detection algorithms to be deployed to the voice-activated personal safety app.I joined One Scream to build out the core machine learning systems, considering all aspects from data collection to feature extraction, model selection and evaluation in the context of our application. I focused on exploring and developing more accurate and robust methods for scream detection, while building the supporting MLOps pipeline.