Custom Named Entity Recognition using deep learning
The CNN and RNN are quite popular for custom NER. I will suggest you try to implement CNN first and then RNN. Also, when I did custom NER, I found out that for my dataset stacking is giving really good results. I used Random Forest, XGBoost and Linear Regression.