This is an assignment for my Data Mining course.
Description
Comparing the performances of simple linear, multiple linear, multi-layer perceptron and k-nearest neighbors regression on abalone data to predict the age.
Libraries
pandas, numpy, seaborn, matplotlib.pyplot, sklearn
- Missing value analysis
- Outlier analysis
- Recursive Feature Elimination (RFE)
- Model evaluation
- Hyperparameter tuning with Grid Search Cross-Validation
Data Set
The data set is publicly available on Kaggle.