18894506. Data Processing Method and Apparatus (Huawei Technologies Co., Ltd.)
Contents
Data Processing Method and Apparatus
Organization Name
Inventor(s)
Data Processing Method and Apparatus
This abstract first appeared for US patent application 18894506 titled 'Data Processing Method and Apparatus
Original Abstract Submitted
This application discloses a data processing method and apparatus in the artificial intelligence field, to improve prediction accuracy of a neural predictor. The neural predictor uses a small quantity of training samples. In the data processing method, a hyperparameter combination sampled from a hyperparameter search space corresponding to a user task, a plurality of samples included in a training set, and evaluation metrics of the plurality of samples are used as inputs to the neural predictor, and a prediction metric corresponding to the hyperparameter combination is determined by using the neural predictor. A hyperparameter sample and an evaluation metric of the hyperparameter sample are used to assist in predicting the hyperparameter combination sampled from the hyperparameter search space. Because the hyperparameter combination is predicted based on the evaluation metric and the hyperparameter sample that already has the evaluation metric, accuracy can be improved.
