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Rossmann Store Sales - Coggle Diagram
Rossmann Store Sales
Data Descriptions
Rename Columns
Data Dimensions
Data Types
Check NA
Fillout NA
Check Types
Descriptive Statistical
Cramer V
Média
Mediana
Desvio Padrão
Mínimo
Máximo
Assimetria (Skewness)
Curtose (Kurtosis)
Machine Learning Modelling
Average Model
Linear Regression Model
Linear Regression Regularized Model - Lasso
Random Forest
XGBoost
Validate ML
Cross Validation
MAE
MAPE
RMSE
Data Preparation
Normalização
Rescalling
MinMaxScaler
RobustScaler
Transformation
Encoding
One Hot Encoding (Dummies)
LabelEncoder
Ordinal Encoding
Response Variable Transformation
Nature Transformation
Feature Selection
Split Train and Tes
Boruta