https://github.com/ilieschibane/intelligent-information-retrieval-system

An intelligent SRI web application using python base on the on CISI collection
https://github.com/ilieschibane/intelligent-information-retrieval-system

boolean-model deep-learning information-retrival machine-learning natural-language-processing probabilistic-model python text-mining vectorial-model web-application

Last synced: 7 months ago
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An intelligent SRI web application using python base on the on CISI collection

• Host: GitHub
• URL: https://github.com/ilieschibane/intelligent-information-retrieval-system
• Owner: IliesChibane
• License: mit
• Created: 2022-12-14T16:05:55.000Z (almost 3 years ago)
• Default Branch: main
• Last Pushed: 2023-01-23T22:16:49.000Z (over 2 years ago)
• Last Synced: 2025-01-28T08:51:42.377Z (9 months ago)
• Topics: boolean-model, deep-learning, information-retrival, machine-learning, natural-language-processing, probabilistic-model, python, text-mining, vectorial-model, web-application
• Language: Jupyter Notebook
• Homepage:
• Size: 18.3 MB
• Stars: 1
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

          
# 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)**