Adding Lab2.

This commit is contained in:
2026-08-25 12:19:45 -06:00
parent a3f00b0d60
commit 548746321e
23 changed files with 2482 additions and 3 deletions
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# Material privado del instructor
No compartir test_200_balanceado.csv. Tiene 200 ejemplos exactamente balanceados, 100 por clase, para la evaluación final.
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{
"split": {
"train": 800,
"dev": 200,
"clase_1_train": 200,
"clase_1_dev": 50
},
"candidatos": [
{
"arquitectura": {
"tipo": "mlp",
"entrada": 4,
"ocultas": [
32,
16
]
},
"costo_dev": 41,
"umbral_dev": 0.4049999999999999,
"accuracy_dev": 0.895,
"precision_dev": 0.7377049180327869,
"recall_dev": 0.9,
"f1_dev": 0.8108108108108109
},
{
"arquitectura": {
"tipo": "mlp_residual_bn",
"entrada": 4,
"ancho": 32
},
"costo_dev": 48,
"umbral_dev": 0.05,
"accuracy_dev": 0.84,
"precision_dev": 0.6216216216216216,
"recall_dev": 0.92,
"f1_dev": 0.7419354838709677
}
],
"mejor": {
"arquitectura": {
"tipo": "mlp",
"entrada": 4,
"ocultas": [
32,
16
]
},
"costo_dev": 41,
"umbral_dev": 0.4049999999999999,
"accuracy_dev": 0.895,
"precision_dev": 0.7377049180327869,
"recall_dev": 0.9,
"f1_dev": 0.8108108108108109
},
"evaluacion_privada": {
"tp": 85,
"fp": 13,
"fn": 15,
"tn": 87,
"accuracy": 0.86,
"precision": 0.8673469387755102,
"recall": 0.85,
"especificidad": 0.87,
"f1": 0.8585858585858585
}
}
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test_0106,0.59391963,-1.99721464,-0.64362664,0.39148548,1
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test_0120,1.12335658,0.92576543,2.20734014,-1.00702253,0
test_0121,2.36918795,2.02651090,-2.13940262,2.21951023,1
test_0122,1.24559857,2.21571139,-1.47016421,0.67513295,1
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1 id x1 x2 x3 x4 etiqueta
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3 test_0002 -0.52045331 -0.68697770 -1.40199533 1.54980569 0
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6 test_0005 1.34148897 1.01976166 -1.83249406 1.26312340 1
7 test_0006 -0.60382765 -0.42498739 1.22335123 -0.31705208 0
8 test_0007 0.18621612 0.41779976 -2.14357433 -2.17898694 1
9 test_0008 2.11219013 2.16090114 1.16426707 -1.84287756 0
10 test_0009 0.82408644 -2.18348522 1.39197130 -2.01817722 1
11 test_0010 -0.68030530 -2.23125657 -2.08941012 1.74167698 1
12 test_0011 -2.35824483 -1.28573773 1.29431772 -0.20780914 0
13 test_0012 2.11852923 -2.36071958 0.70308976 0.18373273 1
14 test_0013 -1.67552723 1.95656447 2.18541988 -1.92263682 0
15 test_0014 -0.20424576 2.00422273 2.41835481 0.82287635 0
16 test_0015 1.62452182 -2.19005084 0.44618990 0.99007682 1
17 test_0016 1.73397093 0.66315434 0.71497331 0.97717974 0
18 test_0017 -2.36006033 0.42995369 -2.19505378 -0.31249831 1
19 test_0018 1.69117922 -1.88231376 -0.55647826 -2.48874896 1
20 test_0019 2.26095193 2.01167391 -1.98860354 -1.30947931 1
21 test_0020 -2.08186391 0.80842148 -0.71459713 -1.17981069 1
22 test_0021 0.60296969 1.05032325 -1.19790752 -2.24469607 0
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24 test_0023 -2.16865011 -0.45891806 -1.28671892 0.66225600 0
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27 test_0026 1.57952323 -1.07244028 -2.43149390 0.63345346 1
28 test_0027 0.13735245 -0.43567881 -0.54721837 -1.70363302 0
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35 test_0034 1.32482990 2.44076184 0.32482658 1.29013522 1
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37 test_0036 0.54969604 -2.13096766 1.10118906 0.42006305 1
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