AI model optimization method, system, equipment and medium

• Main Authors: CAI WEIYI, XI XIANGLIANG, CHANG SHAOYING, HU YAN
• Format: Patent
• Language: Chinese; English
• Published: 01.12.2023
• Subjects: CALCULATING; COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS; COMPUTING; COUNTING; ELECTRIC DIGITAL DATA PROCESSING; PHYSICS

The invention discloses an AI model optimization method, system, equipment and medium, and the method comprises the following steps: obtaining original data, carrying out the quality improvement preprocessing of the original data, and obtaining a data set; constructing a deep learning model according to the data set; training the deep learning model based on a data set to obtain an initial model; performing performance evaluation on the initial model based on a data set to obtain an evaluation result; performing model optimization on the initial model according to an evaluation result; according to the method, the performance and generalization ability of the AI large model can be improved, the over-fitting risk of the model is reduced, and then the stability and reliability of the model are improved; according to the method, the automatic machine learning technology is adopted to automatically part of or all the optimization process, so that the optimization efficiency and accuracy are improved, and the inte