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Conceptos Clave de Regularización y Validación

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Conceptos Clave de Regularización y Validación

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About this activity

Conceptos compactos sobre regularización y ajuste de modelos.

Created by

Fernando Escobar
Fernando Escobar
Ecuador

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Conceptos Clave de Regularización y Validación
 

Crossword Puzzle

Conceptos Clave de Regularización y ValidaciónOnline version

Conceptos compactos sobre regularización y ajuste de modelos.

by Fernando Escobar
1

Ajuste excesivo del modelo a los datos de entrenamiento.

2

Resultados pobres por entrenamiento insuficiente del modelo.

3

Procedimiento de validación cruzada que reparte datos para estimar rendimiento.

4

Detiene el entrenamiento cuando el rendimiento en validación deja de mejorar.

5

Regulación que reduce coeficientes para eliminar información poco relevante.

6

Regularización que limita la magnitud de los pesos para simplificar el modelo.

7

Desactiva neuronas al azar durante el entrenamiento para evitar dependencia excesiva.

8

Poda temprana que simplifica estructuras complejas antes de crecer demasiado.

7
6
1
3
8
2
5
 
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