regressalot 0.1.0

Simple AutoML tool for running and comparing ML models.

Regressalot

Regressalot is a lightweight AutoML utility designed for preliminary analysis and model comparison.
It helps you quickly assess the performance of multiple machine learning models using default settings and diagnostics — ideal for early exploration before fine-tuning or scaling.

Features

• One-line run of Linear Regression, Decision Tree, Random Forest, and XGBoost
• Automatic feature encoding
• Evaluation metrics like R², RMSE, RMSPE, over/under-predictions, overfitting
• Ranking of models by performance
• Prediction plots

Installation

pip install regressalot