Kimy19/DS_edu-performance-prediction

Classification and clustering with Open University Learning Analytics Dataset

DataScience_Project

Classification and clustering with Open University Learning Analytics Dataset

Dataset Link:
https://www.kaggle.com/datasets/rocki37/open-university-learning-analytics-dataset

Our objectives

Few function definition for convenient data analysis

1. DecisionTree classifier with K-folds method and GridsearchCV
   Function that implement Gridsearch decisionTree parameters with different K-folds cross validation, returns dataframe of best parameter and best score of each K-fold.

Example function call and result

2. KNN classifier with Scaling, K-folds method and GridsearchCV Function that implement Scaling and Gridsearch KNN parameters with different K-folds cross validation, which returns dataframe of best parameter and best score of each K-fold.

Example function call and result