Working with text data
AutoKeras allows us to quickly and easily create high-performance models for solving text-based tasks.
Text is an excellent source of information to feed DL models, and there is a multitude of sources that are text-based, such as social media, chats, emails, articles, books, and countless tasks to automate based on text, such as the following:
- Translation: Convert source text in one language to text in another language.
- Conversational bots: Simulate human conversation using ML models.
- Sentiment analysis: Classification of emotions by analyzing text data.
- Spam classifiers: Email classification using machine learning models.
- Document summarizers: Generate summaries of documents automatically.
- Text generators: Generate text from scratch automatically.
As with other types of data, AutoKeras will do all the preprocessing so that we can pass the text directly to our model, but before starting with the practical examples, let...
