1. Background 2. BERT: higher accuracy and less handcraft Replace manual features Replace classifier for dense feature 3. Scaling with MXNet Model Server Customization Load test 4. Recap In this article, I will give a brief introduction on how to improve intent classification using pre-trained model BERT and MXNet Model Server (MMS).