22 lines
1.1 KiB
Plaintext
22 lines
1.1 KiB
Plaintext
🚀 V6: EXHAUSTIVE HYPERPARAMETER TUNING
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============================================================
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Data: (443, 32, 16, 16), 7 classes, dist=[65, 55, 48, 72, 74, 124, 5]
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--- Training Multi-Seed CNN Ensemble ---
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Seed 42: CNN Acc = 0.8989
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Seed 123: CNN Acc = 0.8652
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Seed 777: CNN Acc = 0.8876
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Multi-seed CNN embedding: (443, 1536)
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Total features: (443, 3940)
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============================================================
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🔬 EXHAUSTIVE HYPERPARAMETER SEARCH
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============================================================
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🏆 XGB-deep: 0.9526 ± 0.0110 (folds: ['0.955', '0.933', '0.966', '0.955', '0.955'])
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✅ XGB-shallow: 0.9436 ± 0.0173 (folds: ['0.944', '0.910', '0.955', '0.955', '0.955'])
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🏆 XGB-balanced: 0.9504 ± 0.0113 (folds: ['0.944', '0.933', '0.955', '0.955', '0.966'])
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✅ LGBM-tuned: 0.9458 ± 0.0149 (folds: ['0.955', '0.921', '0.966', '0.943', '0.943'])
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✅ LGBM-conservative: 0.9481 ± 0.0152 (folds: ['0.944', '0.921', '0.966', '0.955', '0.955'])
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🏆 ETC-deep: 0.9572 ± 0.0082 (folds: ['0.944', '0.955', '0.955', '0.966', '0.966'])
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🏆 RF-tuned: 0.9549 ± 0.0099 (folds: ['0.944', '0.955', '0.944', '0.966', '0.966'])
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