Text classification is a machine learning technique used to classify texts based on predefined labels. For example, classifying languages based on a dataset containing different languages with predefined labels. Text classification is used in various problems of natural language processing today. If you are looking for some of the best machine learning projects on text classification, this article is for you. In this article, I will take you through machine learning projects on text classification that you should try.
Machine Learning Projects on Text Classification
Language Detection
Language detection is a text classification problem based on natural language processing. Here you will get a dataset of languages that contain sentences as features and the names of the language as labels. So you have to prepare a machine learning model that can classify languages in real-time. You can find this machine learning project on text classification solved and explained using Python from here.
News Classification
News classification is another text classification problem based on natural language processing. Here your task is to classify news categories. Some of the popular news categories are sports, politics, finance etc. So you can use news headlines or news content as features of your machine learning model. You can find this machine learning project on text classification solved and explained using Python from here.
Hate Speech Detection
Hate speech detection is a very popular machine learning project on text classification in the data science community. Here you will probably find comments, speeches, or tweets as the features for your machine learning model, and you have to classify texts as hate or no hate. You can find this machine learning project solved and explained using Python from here.
Summary
So these were some of the best machine learning project ideas on text classification that you should try. Text classification is a machine learning technique used to classify texts based on predefined labels. It is used in various problems of natural language processing. I hope you liked this article on machine learning projects on text classification. Feel free to ask valuable questions in the comments section below.
