Future Price Detector

Project Information

View on GitHub
  • Category: Predictive Analytics
  • Technologies: Scikit-learn Prophet Plotly
  • Project Date: April 2024
  • Dataset: Historical Bulldozer Pricing
  • RMSE: $1,234 (on test set)

Bulldozer Price Detection-Regression Model

A regression model that predicts future values for bulldozers based on historical price trends and market factors.

Technical Implementation

  • Time-series forecasting with ensemble methods
  • Feature engineering for market indicators
  • Hyperparameter optimization using Bayesian methods
  • Multiple regression algorithms comparison

Key Features

  • Multi-horizon price predictions
  • Market trend analysis dashboard
  • Confidence interval visualization
  • Exportable prediction reports
  • Real-time market data integration
Price Prediction Interface