├── .github └── FUNDING.yml ├── .gitignore ├── GUARDE_LOS_DATASETS_AQUI.txt ├── LICENSE ├── LogoUdemy.png ├── README.md ├── Seccion-01-Introduccion └── 01.11-Sets-de-datos.ipynb ├── Seccion-02-Tipos-de-Variables ├── 02.1_VariablesNumericas.ipynb ├── 02.2_VariablesCategoricas.ipynb ├── 02.3_VariablesFechayHora.ipynb └── 02.4_VariablesMixtas.ipynb ├── Seccion-03-Caracteristicas-Variables ├── 03.1_DatosAusentes.ipynb ├── 03.2_Cardinalidad.ipynb ├── 03.3_EtiquetasRaras.ipynb ├── 03.6_ValoresExtremos.ipynb └── 03.7-Escala_de_variables.ipynb ├── Seccion-04-Sustitucion-Datos-Faltantes ├── 04.01_AnalisisCasosCompleto.ipynb ├── 04.02_SustitucionMediaMediana.ipynb ├── 04.03_SustitucionValorArbitrario.ipynb ├── 04.04_SustitucionValorFinalDistribucion.ipynb ├── 04.05_SustitucionModa.ipynb ├── 04.06_SustitucionCategoriaAdicional.ipynb ├── 04.07_SustitucionMuestraAleatoria.ipynb ├── 04.08_IndicadorDeAusencia.ipynb ├── 04.09_SustitucionMediaMediana_Sklearn.ipynb ├── 04.10_SustitucionValorArbitrario_Sklearn.ipynb ├── 04.11_SustitucionModa_Sklearn.ipynb ├── 04.12_SustitucionCategoriaAdicional_Sklearn.ipynb ├── 04.13_IndicadorAusencia_Sklearn.ipynb ├── 04.14_MetodoSustitucionDeteccionAutomatica_Sklearn.ipynb ├── 04.15_SustitucionMediaMediana_FeatureEngine.ipynb ├── 04.16_SustitucionValorArbitrario_FeatureEngine.ipynb ├── 04.17_SustitucionFinalDistribucion_FeatureEngine.ipynb ├── 04.18_SustitucionModa_FeatureEngine.ipynb ├── 04.19_SustitucionCategoriaAdicional_FeatureEngine.ipynb ├── 04.20_SustitucionMuestraAleatoria_FeatureEngine.ipynb └── 04.21_IndicadorAusencia_FeatureEngine.ipynb ├── Section-06-Codificacion-Variables-Categoricas ├── 06.01-Codificacion-One-hot.ipynb ├── 06.02-Codificacion -One-hot-categoria-frecuente.ipynb ├── 06.03-Codificacion-enteros.ipynb ├── 06.04_Codificacion-frecuencia.ipynb ├── 06.05-Codificacion-enteros-ordenados.ipynb ├── 06.06-Codificacion-por-media-del-target.ipynb ├── 06.07-Codificacion-Tasa-Probabilidad.ipynb ├── 06.08-Peso-de-la-Evidencia.ipynb ├── 06.09-Comparacion-tecnicas-codificacion-categoricas.ipynb └── 06.10-Ingeneria-Categorias-Raras.ipynb ├── Section-07-Transformacion-de-Variables ├── 07.01-Transformacion-Gaussiana.ipynb ├── 07.02-Transformacion-Gausiana-sklearn.ipynb └── 07.03-Transformacion-Gaussiana-feature-engine.ipynb ├── Section-08-Discretizacion ├── 08.01-Discretizacion_Igual_Rango.ipynb ├── 08.02-Discretizacion-Igual-Frecuencia.ipynb ├── 08.03-Discretizacion-con-kmedias.ipynb ├── 08.04-Discretizacion-mas-codificacion.ipynb ├── 08.05-Discretizacion-usando-Arboles-Decision.ipynb ├── 08.06-Discretizacion-usando-Arboles-Decision-y-Feature-Engine.ipynb ├── 08.07-Discretizacion-con-conocimiento-negocio.ipynb ├── tree_model.txt └── tree_visualisation.png ├── Section-09-Ingenieria-valores-extremos ├── 09.01-Remocion-Valores-Extremos.ipynb ├── 09.02-Truncamiento-regla-proximidad-IQR.ipynb ├── 09.03-Truncamiento-aproximacion-gaussiana.ipynb ├── 09.04-Truncamiento-cuantiles.ipynb └── 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