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Text Classification involves training a neural network to understand the content and sentiment of text, focusing on identifying comment spam. By building a model using existing examples, you can create a filter for your app to recognize and handle spam messages. This process helps reduce the burden of moderating and deleting spam. The tutorial starts with creating a basic app to simulate user comments, with the initial version sending messages directly to the backend without filtering. The video shows the simple app running on Android Studio.