A minimalist yet scalable tool for automatic training of regression models from a .csv file, with integrated visualization.
- 📂 Load
.csvdataset - ⚙️ Select independent variables (X) and target variable (Y)
- 📊 Interactive data visualization
- 🤖 Choose regression model:
- Linear regression
- Polynomial regression
- Non-linear regression (to be defined)
- 🔧 Automatic model training (fitting)
- 📈 Model evaluation (scores, residuals, metrics)
- 👁️ Visualization of the trained model and predictions
- 🎯 Custom prediction based on user input
Build a robust and modular foundation for a fully-fledged machine learning automation platform, focused on regression in its initial stage.