Phase 9 · Natural Language Processing

Topics

Text Preprocessing (Tokenization, Stemming, Lemmatization)

Part of the AI Engineer Roadmap.

Summary

Splitting raw text into usable units and normalizing word forms — the first step in any classic NLP pipeline before embeddings or model input.

How to Learn This

  • 1Practice tokenization, stemming and lemmatization with NLTK or spaCy on real text.
  • 2Learn when stemming's aggressiveness is fine vs. when lemmatization's accuracy matters more.
  • 3Understand that modern LLM tokenizers (BPE) work differently from classic word tokenization.
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