This document discusses data science and business models. It notes that understanding the business problem and delivering value is key for data scientists. Different types of cloud services and business models using machine learning are described, including everything-as-a-service, infrastructure as a service, and software as a service. Standardization is important but data science problems often depend on unique business contexts. Data sources and platforms from AWS, Microsoft, Google, and Dell are also mentioned.