berkayozenel/Algerian-Forest-Fires-Regression

Comparison of Ridge, Lasso and ElasticNet regression models on the Algerian Forest Fires dataset. # Algerian-Forest-Fires-Regression Comparison of Ridge, Lasso and ElasticNet regression models on the Algerian Forest Fires dataset. # Algerian Forest Fires: Comparative Analysis of Regularized Regression This repository contains a machine learning project aimed at predicting the **Fire Weather Index (FWI)** value using the Algerian Forest Fires dataset. ### 📊 Project Overview This study compares the performance of three different regularized regression models in predicting the FWI. The analysis includes comprehensive data cleaning, Exploratory Data Analysis (EDA), and cross-validation techniques for robust model selection. ### 💾 Dataset Used **Dataset:** Algerian Forest Fires Dataset ### 🧠 Models Implemented * **Ridge Regression** * **Lasso Regression** * **ElasticNet Regression** ---- ### 🔗 Detailed Analysis and Visualizations For all code steps, visualizations, and detailed model conclusions of this project, please refer to my Kaggle notebook: **Kaggle Notebook Link**