Model Deployment Modes

Batch Deployment

Advantages

• Efficiency in Large-Scale Processing
• Easier to Monitor
• Stable Performance

Disadvantages

• Lack of Real-Time Predictions
• Higher latency in decision making
• Resource bottleneck
• Monitoring and Debugging Complexity
• Stale data

Streaming Deployment

Advantages

Disadvantages

Real-time Deployment

Advantages

Disadvantages