The combination of artificial intelligence (AI) and traditional disciplines brings new perspectives and innovative models to the development of traditional disciplines. The current AI experimental environment in universities has certain requirements for the user’s technology and hardware performance. In order to reduce the threshold for students to carry out AI experiments and improve the intuitionism and interactivity of the experiment process, this chapter proposes an architecture of a lightweight AI experiment platform based on the operation process of AI experiments and introduces the construction and use of the platform in detail. This chapter uses Secure Shell Client (SSH) and Jupyter Notebook to access this experimental platform, thereby providing a useful idea and method for the application of lightweight AI experimental platform.