Research Article
An Experiment on the Use of Genetic Algorithms for Topology Selection in Deep Learning
| Method | Evaluated solutions | Best solution | Model | Accuracy (%) | Weights |
| Random search | 4000 | CTN;32;5;2;3 | 97 | 52218 | FL;16;0.6 |
| Grid search | 2278 | CR;32;3;1;2 | 96 | 218298 | CR;16;5;1;2 | FS;32;0.4 |
| GA | 1533 | CT;32;5;2;3 | 98 | 52218 | FL;16;0.2 |
| GA + Predictor | 1528 | CRN;32;9;1;4 | 98 | 595201 | FL;64;0.4 |
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