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Feature Engineering for Text Classification

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Problem

Scenario

You are working on a text classification problem where raw customer messages need to be turned into features before training a model. The data is noisy, short, and full of product names, abbreviations, and spelling mistakes.

Question

What are the best practices for feature engineering in natural language processing?