chapter 1 The 50-year History of Artificial Intelligence -- chapter 2 Methodologies of AI -- chapter 3 On Uncertainties of Knowledge -- chapter 4 Mathematical Foundation of AI with Uncertainty -- chapter 5 Qualitative and Quantitative Transform Model — Cloud Model -- chapter 6 Discovering Knowledge with Uncertainty through Methodologies in Physics -- chapter 7 Data Mining for Discovering Knowledge with Uncertainty -- chapter 8 Reasoning and Control of Qualitative Knowledge -- chapter 9 A New Direction for AI with Uncertainty -- chapter 10 Research Foundation Support.