💰 Intelligent Cash Flow Predictor
An advanced machine learning system that forecasts cash flow with multi-model ensemble predictions, real-time anomaly detection, and intelligent risk assessment for proactive financial management.
Project Purpose
This advanced portfolio project showcases my expertise in building production-grade machine learning systems that solve critical business challenges. The Intelligent Cash Flow Predictor demonstrates capabilities in ensemble ML modeling, statistical anomaly detection, time series forecasting, and real-time financial analytics.
Note: This is a demonstration project using fictional data. All financial figures, transactions, and forecasts are simulated for portfolio purposes.
Business Problem Solved
Cash flow management is the lifeblood of any business. Poor forecasting leads to:
❌ Without Intelligent Forecasting
- • Cash shortages and liquidity crises
- • Missed investment opportunities
- • Late detection of payment issues
- • Inaccurate budget planning
- • Reactive financial management
- • Inability to predict seasonal patterns
✅ With This System
- • 30-day accurate cash flow predictions
- • Real-time anomaly detection (Z-score, IQR, Isolation Forest)
- • Multi-confidence interval forecasting
- • Category and region segmentation
- • Automated risk assessment
- • Proactive financial decision-making
Project Metrics
Target Users
CFOs & Finance Teams
Forecast cash positions, manage liquidity, and plan capital allocation strategies
Financial Analysts
Analyze trends, detect anomalies, and generate detailed financial reports
Business Controllers
Monitor cash flow KPIs, track variances, and ensure financial health
What Makes This Project Stand Out
Ensemble ML Architecture
Combines Linear Regression, Random Forest, and Moving Average models for superior prediction accuracy through weighted ensemble approach.
Multi-Method Anomaly Detection
Uses Z-score, IQR, and Isolation Forest algorithms to identify outliers with severity classification and natural language explanations.
Feature Engineering Pipeline
Automated feature creation including time-based, lag, rolling statistics, and growth features for enhanced model performance.
Real-Time Processing
FastAPI backend with async processing, indexed PostgreSQL queries, and efficient data aggregation for sub-second response times.
Ready to See It In Action?
Explore the complete cash flow prediction system with ensemble ML models, real-time anomaly detection, and interactive financial dashboards.
💡 Tip: Click "Generate Forecast" to see ML predictions in real-time!
Skills Demonstrated in This Project
This is a portfolio demonstration project using fictional data. Built to showcase advanced full-stack ML development capabilities.
© 2025 Portfolio Project • All Rights Reserved