Based on the new normal background of innovative entrepreneurship education, this paper analyzes the influence of the social environment on students' active learning in the new era, and the higher education confronts in unprecedented opportunities and challenges. Taking landscape architecture education as an example, the paper explores the TDC teaching mode of special subject of landscape architecture design in architecture colleges to cultivate students' correct view of major, puts forward the teaching of "theory-design-construction" in order to enable students to participate in learning with a more positive attitude, integration learning, and introduces the teaching resources in different fields, so that the students can master the skills of innovation and entrepreneurship.