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An intelligent SRI web application using python base on the on CISI collection

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Intelligent-Information-retrieval-System

An intelligent SRI application using python base on the on CISI collection.

This Python web app application made with Gradio implements various information retrieval models like :

  • A vectorial model based on multiple functions like the Scalar Product, the Cosine Measure, and the Jaccard Measure

  • A boolean model

  • A probabilistic model based on the BM25 function

  • A text mining model using Density-based spatial clustering of applications with noise (DBSCAN) for document clustering and Naive Bayes for queries classification

  • A deep learning model using two Recurrent Neural Networks (RNN) architecture Long Short-Term Memory (LSTM) and Gated Recurrent Unit (GRU)