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Discuss a Text Data Project

Medium
MediumNLPText ClassificationTF-IDFTokenization

Problem

Scenario

You are asked to talk through a past project where you worked with text data. The interviewer wants to hear how you framed the problem, prepared the text, chose an NLP approach, and measured whether it worked. A strong answer should make the task concrete and show practical trade-offs.

Question

How do you discuss a project where you had to work with text data?

Representative NLP Task

Task type·Multi-class Text ClassificationPrimary metric·F1 scoreCore techniques·Tokenization, TF-IDF baseline, transformer fine-tuningExample use case·Route customer support messages to the right queue
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