myisaak / time-estimation-ml

Notebook exploring various statistical models (ML included) used to predict transit time for trucks

Delivery truck trip data

Estimated delivery truck transit times using various regression models.

Models used

• Linear Regression
• Multi Layer Perceptron
• Random Forest
• Gradient Boosting
• Stacked Generalization (Meta-model)

Parameters used

• Distance
• Average speed
• Weather
• Traffic
• Road conditions
• Time of day
• Day of week
• Month of year
• Year
• Truck type
• Driver
• Truck age