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A collection of academic projects from my time at the University of Algiers 1, covering social network analysis, data visualization, formal languages, logistic regression, and statistical analysis. This repository excludes Machine Learning projects, which are available in a separate repo.

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School-Projects

This repository contains all the projects I have done during my time at the University of Algiers 1 excluding Machine Learning projects which are in a separate repository.

Projects

ARS :

  • TP1 : Introduction to social network analysis using NetworkX. This project includes creating and visualizing graphs, calculating centrality measures, and analyzing network properties.
  • TP2: Advanced social network analysis focusing on centrality measures, adjacency matrices, and network visualization.
  • TP3: Community detection in social networks, including clustering and modularity analysis.

Data Viz :

  • 4 PowerBI projects on various datasets.

L3 :

  • Partie1.py : Generates the mirror image of a given word and calculates the nth power of the word using the alphabet T={a, b, c}.
  • Partie2.py : Generates all words of a given length n from the language L(G) defined by a specific grammar.

Regression Logistic Binaire:

  • data.ipynb : Binary logistic regression example in healthcare to predict if a patient has a disease or not.
  • Email.ipynb : Binary logistic regression example to predict if an email is spam or not.
  • heart.ipynb : Logistic regression analysis on heart disease dataset.
  • loan_data.ipynb : Logistic regression analysis on loan data to predict loan status.
  • sonar_data.ipynb : Logistic regression analysis on sonar data to classify objects as rocks or mines.
  • weather_forecast_data.ipynb : Logistic regression analysis on weather forecast data to predict rain.

TP1:

  • fil.txt : Data file used in the project.
  • Tp Stat Exo1.py : Python script for statistical analysis exercises.
  • Tp Stat Exo2.py : Additional Python script for statistical analysis exercises.

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A collection of academic projects from my time at the University of Algiers 1, covering social network analysis, data visualization, formal languages, logistic regression, and statistical analysis. This repository excludes Machine Learning projects, which are available in a separate repo.

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