Here are some different approaches to implement NER task including using CRF++ toolkit which is implemented in C++ and python package called crfsuite, plus one simple code run on the colab implemented with BERT. A more well-furnished and native BERT implementation in my repos can be found hereTransformers-Bert, and the BI-LSTM-CRF implemented with Tensorflow can be found hereBI-LSTM-for NER