Phase 10 · NLP & Modern AI

Projects

Sentiment Analysis Project

Part of the Data Science Roadmap.

Summary

The practice project for this phase — build a text classifier that predicts sentiment (positive/negative/neutral), comparing a classic approach (TF-IDF + logistic regression) against a modern one (pretrained model).

How to Learn This

  • 1Find a public sentiment-labeled dataset (product reviews, tweets, etc).
  • 2Build both a classic baseline and a pretrained-model-based approach, and compare accuracy.
  • 3Write up which approach you'd recommend for production, and why (accuracy vs simplicity vs cost).
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