forked from SoftwareDevEngResearch/CAML
-
Notifications
You must be signed in to change notification settings - Fork 0
/
smoothing_input.yaml
55 lines (46 loc) · 1.01 KB
/
smoothing_input.yaml
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
---
data:
data_path: ../df_cn_spectra_pure_binary.csv
target_col_name: cn_coalesced
index_col_name: name
plot:
- 2D spectra
- train distribution
- test distribution
- overall distribution
- Kfold distribution
cleaning:
pre_split_cleaning:
nan: median
post_split_cleaning:
normalize: overall min max
validation:
holdout_fraction: 0.2
parameters_file: narrow_search.yaml
Kfold:
nsplits: 5
random_seed: 42
transformations:
transform_names:
- "averaged 150 pts"
- "averaged 100 pts"
- "averaged 50 pts"
- "averaged 25 pts"
- "No transform"
feature_transformations:
- smoothing:
n_points: 150
- smoothing:
n_points: 100
- smoothing:
n_points: 50
- smoothing:
n_points: 25
- "None"
models:
- dummy_average
- Lasso
- ElasticNet
- RandomForest
- AdaBoost
- TPOT