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).