rteruyas
/
mlops_aws


  
1

	
2

	
3

	
4

	
5

	
6

	
7

	
8

	
9

	
10

	
11

	
12

	
13

	
14

	
15

	
16

	
17

	
18

	
19

	
20

	
21

	
22

	
23

	
24

	
25

	
26

	
27

	
            ##################################
### preprocessing
##################################

preprocessing:
  # input file for the cleanup_dataset.py script
  input_file: "raw_data.csv"

  # output file for the cleanup_dataset.py script
  output_file: "processed_data.csv"

  # columns to drop
  drop_columns: ["udi","product_id","twf","hdf","pwf","osf","rnf"]

  # target column
  target_column: "machine_failure"

  # missing values strategy
  missing_values_strategy: "drop"

  # correlation threshold
  correlation_threshold: 0.85

  # encode categorical variables with drop_first
  encode_categorical_drop_first: True