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student-data-analysis-prediction-

Here the basic analysis and prediction performed on the UCI student performance data. The dataset contains 33 features and 396 instance. Few of the main features are:

  • Grades
  • Absences
  • Health
  • Daily and weekly alcohol usage
  • Freetime after school
  • Internet usage
  • Studytime
  • Traveltime

Python Libraries

  • numpy
  • pandas
  • seaborn
  • matplotlib
  • sklearn
  • pickle

Machine-Learning Algorithms

  • K-means
  • PCA
  • Decision Tree
  • Random Forest
  • Linear regression