aggregate | Aggregate data based on given grouping. |
correlation_threshold | Remove redundant variables. |
count_na_rows | Count the number of 'NA's per variable. |
covariance | Compute covariance matrix and vectorize. |
drop_na_columns | Remove variables with NA values. |
drop_na_rows | Drop rows that are 'NA' in all specified variables. |
extract_subpopulations | Extract subpopulations. |
generalized_log | Generalized log transform data. |
generate_component_matrix | A sparse matrix for sparse random projection. |
normalize | Normalize observation variables. |
replicate_correlation | Measure replicate correlation of variables. |
sparse_random_projection | Reduce the dimensionality of a population using sparse random projection. |
svd_entropy | Feature importance based on data entropy. |
transform | Transform observation variables. |
variable_importance | Measure variable importance. |
variable_select | Select observation variables. |
variance_threshold | Remove variables with near-zero variance. |
whiten | Whiten data. |