This project combines the theme of "intelligent life" and "deep learning" technology to build a multi-functional three-dimensional fresh-cutting platform for fruits and vegetables, aiming to meet the continuous improvement of people's demand for material and cultural life, so that fruit and vegetable processing can be rapidly mechanized and automated, with a view to transforming the traditional fruit and vegetable cutting mode, so that it can eventually partially replace manual identification and manual operation to reduce people's labor intensity. The automatic cutting system of fruits and vegetables developed by the project using deep learning technology can automatically identify the types of fruits and vegetables and give customers several cutting schemes that can be selected. According to the user's choice, inverse kinematics analysis is used to control the mechanical arm to accurately grasp and control the cutting of fruits and vegetables.