In this seminar, benefits of AutoML systems are presented and when AutoML systems can be applied in production. Based on introductions into the topic ML and AI, its tools and methodologies, ML models are implemented manually. Then, AutoML tools are benchmarked with the manual implementation and influencing factors on the performance of AutoML tools are discussed. Finally a tool for selecting the right AutoML tool will be presented.