Prompt

Implement anomaly detection for various business applications:

**Detection Methods:**
1. Statistical approaches
2. Machine learning models
3. Time series analysis
4. Clustering techniques
5. Deep learning options

**System Design:**
- Real-time processing
- Threshold optimization
- Alert mechanisms
- False positive reduction
- Root cause analysis

**Use Case Applications:**
- Fraud detection
- System monitoring
- Quality control
- Security threats
- Business metrics

Application area: {INSERT AREA}
Data characteristics: {INSERT CHARACTERISTICS}