As a special graph data, knowledge map is not only human-readable but also machine-friendly. Information retrieval, question and answer system, recommendation system, e-commerce, financial risk control, these common application scenarios in life are inseparable from the support of knowledge map. How to build a knowledge service system that is “how fast and better”? Researchers at the Microsoft Research Institute's Machine Learning Group gave their recommendations based on their own experience.