Report on Text Classification using CNN, RNN & HAN – Jatana – Medium

I recently joined Jatana.ai as NLP Researcher (Intern) and I was asked to work on the text classification use cases using Deep learning models. In this article I will share my experiences and learnings while experimenting with various neural networks architectures. Text classification was performed on datasets having Danish, Italian, German, English and Turkish languages. One of the widely used Natural Language Processing & Supervised Machine Learning (ML) task in different business problems is "Text Classification", it's an example of Supervised Machine Learning task since a labelled dataset containing text documents and their labels is used for training a classifier. The goal of text classification is to automatically classify the text documents into one or more predefined categories. Text Classification is a very active research area both in academia and industry.