Welcome to UMKM Forecasting System

This system helps you predict optimal daily stock levels to minimize losses and maximize profits.

Getting Started:

  1. Upload your CSV file containing daily transaction data
  2. Train the models - system will automatically process and train
  3. View results - see predictions and performance metrics
  4. Analyze financial impact - understand profit improvements
  5. Get recommendations - actionable insights for your business

📋 Required CSV Format:

Your CSV should contain the following columns:

  • date - Transaction date
  • product_name - Product identifier
  • produced - Units produced
  • sold - Units sold
  • price - Selling price per unit
  • unit_cost - Cost per unit
  • revenue - Total revenue
  • expense - Total expense