Tag

Machine learning testing

1 views collected around this technical thread.

Baidu Geek Talk
Baidu Geek Talk
Aug 16, 2021 · Artificial Intelligence

End-to-End Consistency Testing Solution for Click-Through Rate Models in Advertising Systems

The article describes Baidu’s end-to-end consistency testing framework for advertising click-through-rate models, which uses a five-stream verification pipeline and six implementation phases to compare Q-values across feature extraction, table conversions, and DNN computation, enabling precise detection and localization of data and model inconsistencies in production.

Advertising SystemsBaiduCTR prediction
0 likes · 17 min read
End-to-End Consistency Testing Solution for Click-Through Rate Models in Advertising Systems