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news-analytics

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End-to-end NLP project with news scraping from major Colombian outlets. Includes preprocessing, topic classification (MLP, SVM, RF), sentiment analysis with BETO, and NER. Features interactive visualizations to explore trends, emotions, and key actors in Colombian media.

  • Updated Mar 1, 2026
  • Python

A Python-powered news monitoring system that fetches real-time articles from newsdata.io API and indexes them into Elasticsearch. Features automated sentiment analysis, smart deduplication, and beautiful Kibana dashboards. Perfect for tracking news trends across topics and sources.

  • Updated Jun 1, 2026
  • Python

Fake News Detection system using NLP techniques and TF-IDF vectorization to classify news articles as real or fake. Trained with Logistic Regression and SVM on the Fake and Real News Dataset, with preprocessing, evaluation metrics, and word cloud visualizations.

  • Updated Aug 13, 2025
  • Python

Smart Article Summarizer is a lightweight AI-powered web app that extracts and summarizes the content of any article from the internet. It uses newspaper3k for article parsing and a Large Language Model (LLM) via LangChain and OpenAI to generate concise summaries in natural language.

  • Updated May 27, 2025
  • Python

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