Advanced Time Series & Causal Modeling for Supply Chain Optimization
This service is provided for fair use to ensure all users have access. Rate limits and abuse prevention are in place to maintain service quality and prevent system overload.
Rate Limits: Training (5/min), Forecasting (20/min), Data Generation (10/min), Chat (30/min). Abuse Prevention: Maximum 200 requests/hour per IP address. Excessive usage may result in temporary rate limiting to ensure fair access for all users.
Reduce inventory waste by 15-20% and prevent stockouts. Optimize procurement and reduce costs through accurate demand predictions.
Get forecasts in minutes, not days. No coding required - just upload your CSV file and click a few buttons. Works in any browser.
Uses LightGBM and Ensemble models for accurate forecasting. Optimized for serverless deployment with fast training and predictions.
Automatically handles missing values, detects outliers, works with any date format, and adapts model selection to your dataset size.
Built with best practices: comprehensive testing, logging, error handling, GDPR compliance, and multi-user support.
No expensive software licenses. Free alternative to enterprise solutions (SAP, Oracle) that cost $10K-$100K per year.
Try the forecasting system yourself! Load data from multiple sources, train multiple models, and see how they perform.
Tip: When you train with the checkbox checked, the system automatically creates both regular (default) and tuned (optimized) XGBoost models. You can immediately compare them using the "Compare Regular vs Tuned" button - no need to train twice! If tuning doesn't improve performance, you'll see a message explaining why.
15-20% reduction in inventory costs by eliminating waste and preventing stockouts.
Example: $100K monthly inventory â Save $15-20K/month = $180-240K/year
8-16 hours/month saved vs manual spreadsheet forecasting.
Get forecasts in 2 minutes instead of spending hours on calculations.
20-30% MAPE accuracy using ML models vs 40-60% with simple averages.
More accurate predictions = better business decisions.
Free vs $10K-$100K/year for enterprise software (SAP, Oracle).
Same functionality, zero licensing costs.
This project demonstrates a comprehensive demand forecasting system built for meal kit delivery services. It showcases advanced machine learning techniques, statistical modeling, and production-ready engineering practices.
This is a FREE, NON-COMMERCIAL PORTFOLIO PROJECT. This application is provided "AS IS" without any warranties or guarantees.
IMPORTANT: Forecasts generated by this application are NOT GUARANTEED to be accurate and should NOT be used for business, financial, or critical decisions. You use this application and its forecasts entirely at your own risk.
No Liability: The creator of this portfolio project is not liable for any losses, damages, or consequences resulting from the use of forecasts or this application. See Privacy Policy and Impressum for complete legal disclaimers.