Multiple Regression Virtual Lab

Master multivariate regression through interactive experimentation

🌾

Crop Price Forecasting

Predict agricultural prices

📊

Demand Prediction

Forecast product demand

📈

Linear Model

Multiple features regression visualization

⚖️

Feature Scaling

Normalization and standardization

🔄

Polynomial Features

Non-linear relationships modeling

🎯

Regularization

Ridge, Lasso, and Elastic Net

🌾 Crop Price Forecasting - Multiple Regression

Select a crop and watch how multiple features are combined to predict market price.

Step 1: Select Crop Type

🌾

Wheat

Rain: 850mm
Temp: 28°C
Price: $234/ton
🌾

Rice

Rain: 1200mm
Temp: 32°C
Price: $312/ton
🌽

Corn

Rain: 650mm
Temp: 25°C
Price: $198/ton
🫘

Soybeans

Rain: 750mm
Temp: 27°C
Price: $267/ton