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textsummarization

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100-Days-Of-ML-Code

A fully offline NLP pipeline for extracting, chunking, embedding, querying, summarizing, and translating research documents using local LLMs. Inspired by the fictional mystery of Dr. X, the system supports multi-format files, local RAG-based Q&A, Arabic translation, and ROUGE-based summarization — all without cloud dependencies.

  • Updated Apr 21, 2025
  • Python

Cet article passe en revue l'analyse sémantique latente (LSA), une théorie de la signification ainsi qu'une méthode pour extraire ce sens de passages de texte, basée sur des statistiques calculs sur un ensemble de documents. LSA comme théorie du sens définit un espace sémantique latent où les documents et les mots individuels sont représentés so…

  • Updated Feb 21, 2022
  • Jupyter Notebook

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