As a core course of talent training in the field of artificial intelligence, how to integrate ideological and political elements into machine vision has become an important course education task. The entry point of machine vision education mode and course ideological and political integration construction was systematically analyzed in the new‐engineering background for enriching practice cases. The ideological and political education objectives and achievements of machine vision course were gradually explored, and then education measures suitable for talent training goals were established for improving the development of ideological and political courses in engineering school. In the processing of integrating ideological and political elements into courses, the detail education content combined with professional knowledge points, actual cases, ideological and political elements, and other dimensions was determined for improving literacy and ability of students, and then the ideological and political parts would guide students to establish correct world outlook, view of life and values during students learning course.