The Data & Applied Scientist II role at Microsoft focuses on leveraging advanced computational intelligence to tackle challenges in the online advertising industry. The position involves building and maintaining production-level machine learning models to optimize ad relevance, utilizing cutting-edge technologies such as data mining, machine learning, and natural language processing. The successful candidate will work within a dynamic team to enhance user experience and advertiser ROI, contributing to the development of impactful solutions in a rapidly growing field.