Table 10 Scalability evaluation of AI models across dataset sizes and dimensions.
From: Intelligent information management enables quality-by-design in pharmaceutical production
Model | Dataset Size (10 K) Runtime (s) | Dataset Size (100 K) Runtime (s) | Memory Usage (GB) | Accuracy (R²) |
|---|---|---|---|---|
Random Forest (RF) | 18.2 | 241.7 | 6.3 | 0.86 |
Gradient Boosting | 21.5 | 276.5 | 7.1 | 0.88 |
Support vector mach. | 35.2 | 412.3 | 8.5 | 0.84 |
CNN | 42.8 | 109.5 | 5.8 | 0.92 |
DNN | 39.6 | 98.7 | 6.1 | 0.93 |
