This will be a special topics course that focusing on recent work that involves modeling metabolic, signaling, and gene regulation networks in cells, with a particular focus on using machine learning methods to analysis, synthesis, design and control the models from data. Qualitative and quantitative mathematical models that accurately predict physical phenomena are essential in many fields of engineering and science. This course will cover following topics: