-
Notifications
You must be signed in to change notification settings - Fork 1
/
project_config.yml
121 lines (111 loc) · 2.11 KB
/
project_config.yml
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
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
# catalog_name: maven
# schema_name: default
# catalog_name: mlops_students
# schema_name: benitomartin
# pipeline_id: c62ac21f-10bb-431e-b286-4b283fe24b61 # Pipeline Id under "features_balanced_online" table in catalog
catalog_name: credit
schema_name: default
pipeline_id: 4be66e88-11e8-4988-9fa3-459b9b28a83c # Pipeline Id under "features_balanced_online" table in catalog. Created in model_serving_feat_lookup_notebook.py
parameters:
learning_rate: 0.05
random_state: 42
force_col_wise: true
ab_test:
learning_rate_a: 0.05
learning_rate_b: 0.1
force_col_wise: true
num_features:
- name: ID
dtype: int64
- name: LIMIT_BAL
dtype: float64
- name: SEX
dtype: int64
- name: EDUCATION
dtype: int64
- name: MARRIAGE
dtype: int64
- name: AGE
dtype: int64
- name: PAY_0
dtype: int64
- name: PAY_2
dtype: int64
- name: PAY_3
dtype: int64
- name: PAY_4
dtype: int64
- name: PAY_5
dtype: int64
- name: PAY_6
dtype: int64
- name: BILL_AMT1
dtype: float64
- name: BILL_AMT2
dtype: float64
- name: BILL_AMT3
dtype: float64
- name: BILL_AMT4
dtype: float64
- name: BILL_AMT5
dtype: float64
- name: BILL_AMT6
dtype: float64
- name: PAY_AMT1
dtype: float64
- name: PAY_AMT2
dtype: float64
- name: PAY_AMT3
dtype: float64
- name: PAY_AMT4
dtype: float64
- name: PAY_AMT5
dtype: float64
- name: PAY_AMT6
dtype: float64
target:
- name: default.payment.next.month
dtype: int64
new_name: Default
features:
# Clean Column Names
clean:
- Id
- Limit_bal
- Sex
- Education
- Marriage
- Age
- Pay_0
- Pay_2
- Pay_3
- Pay_4
- Pay_5
- Pay_6
- Bill_amt1
- Bill_amt2
- Bill_amt3
- Bill_amt4
- Bill_amt5
- Bill_amt6
- Pay_amt1
- Pay_amt2
- Pay_amt3
- Pay_amt4
- Pay_amt5
- Pay_amt6
# Scaling Features
robust:
- Limit_bal
- Bill_amt1
- Bill_amt2
- Bill_amt3
- Bill_amt4
- Bill_amt5
- Bill_amt6
- Pay_amt1
- Pay_amt2
- Pay_amt3
- Pay_amt4
- Pay_amt5
- Pay_amt6