The aim of this project is to analyze dataset to verify hypothesis using data mining and machine learning algorithms. Project was entirely implemented in Python programming language and Jupyter Notebook. PDF file named raport.pdf contains complete report of analyzed data and performed methods to explore all patterns and relationships in data used for this project. Report is entirely written in Polish langauge.
Dataset source: https://www.kaggle.com/datasets/amarsharma768/bmd-data.
- Linear Regression
- Decision trees (classifier and regressor)
- KNN for regression
- Naive Bayes for classification
- Clustering with K-means and EM (Gaussian Mixture) method
- and more..