Innovate ML algorithms to maximize ROI and advertising performance, creating new algorithms, improving state-of-the-art methods, and developing using a deep understanding of classic methods. Write production code, sometimes collaborating with Data Engineers, to implement novel ML algorithms. Prototype potential algorithms and pipelines, test them using historical data, and iterate to modify based on insights.