Application of Intelligent Building Design Combining CAD Technology and Machine Learning Models

This study focuses on constructing and validating an innovative, intelligent building design model and exploring its practical application effects in the field of education. This study integrates machine learning (ML) and computer-aided design (CAD) technologies to develop a novel building model that can automatically draft preliminary design plans to achieve this goal. Afterward, the ML model was carefully trained and optimized to ensure its close integration with CAD technology. A series of rigorous simulation experiments were designed in this study to verify the reliability of the model. The study collected different performance schemes under CAD technology and conducted different case analyses and evaluations on the precise planning of architectural design. By analyzing the intelligent data of CAD machine models in educational construction, it explores spatial optimization in architectural design. The CAD visualization of building models involves making decisions on the correlation between data in the generation of educational plans. The study not only optimized and controlled the machine space evaluation model in architectural space design but also optimized the utilization efficiency of the model's behaviour analysis. © 2024 U-turn Press LLC.