In this article, I’ll show how to do a multi-label, multi-class text classification task using Huggingface Transformers library and Tensorflow Keras API.In doing so, you’ll learn how to use a BERT model from Transformer as a layer in a Tensorflow model built using the Keras API. Toxic Comment Classification Challenge – $35,000. It is hosted on GitHub and is first presented in this paper. Author: Apoorv Nandan Date created: 2020/05/23 Last modified: 2020/05/23 View in Colab • GitHub source. The data contains various user queries categorized into seven intents. Here are the intents: 1. Take a look at the following code snippet: