. This is because we&x27;ll need to train named entities rather than individual words. To train our custom named entity recognition model, well need some relevant text data with the proper annotations. . For the purpose of this tutorial, well be using the medical entities dataset available on Kaggle. Lets install spacy, spacy-transformers, and start by taking a look at the dataset. . . . The API uses Deep Learning technology to determine representations of character. . . . . g. Key statements. .