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alex000kim committed Aug 21, 2023
1 parent 95c1bb7 commit c1b20e3
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Showing 5 changed files with 20 additions and 20 deletions.
20 changes: 10 additions & 10 deletions dvc.lock
Original file line number Diff line number Diff line change
Expand Up @@ -77,12 +77,12 @@ stages:
model_path: models/clf-model.joblib
params:
n_estimators: 70
max_depth: 20
max_depth: 25
outs:
- path: models/clf-model.joblib
hash: md5
md5: 4a2c6cbc9fa3ad451151707153b23a71
size: 737282
md5: 03393af585c07f182d7e07ecd917cbf6
size: 751835
eval:
cmd: python src/stages/eval.py --config=params.yaml
deps:
Expand All @@ -93,8 +93,8 @@ stages:
nfiles: 4
- path: models/clf-model.joblib
hash: md5
md5: 4a2c6cbc9fa3ad451151707153b23a71
size: 737282
md5: 03393af585c07f182d7e07ecd917cbf6
size: 751835
- path: src/stages/eval.py
hash: md5
md5: e402ec2f10cedbc6c02331cf13cd1147
Expand Down Expand Up @@ -127,17 +127,17 @@ stages:
model_path: models/clf-model.joblib
params:
n_estimators: 70
max_depth: 20
max_depth: 25
outs:
- path: metrics.json
hash: md5
md5: 00c66ff9ee1aafe6d0fba1ebf79eb190
md5: b9f2c4c1d2e05a80a41ffbd6153dbc5e
size: 67
- path: reports/feat_imp.csv
hash: md5
md5: 3e5fc61b56abcaa2157ba8912d90817f
md5: c6053f167552337962d76b72bf96ccea
size: 187
- path: reports/figures/cm.png
hash: md5
md5: 142d83bcab0b5c8c47a2844b6fedb989
size: 10241
md5: de6f975b84d200d8539aaeb56f16241b
size: 10348
4 changes: 2 additions & 2 deletions metrics.json
Original file line number Diff line number Diff line change
@@ -1,4 +1,4 @@
{
"f1": 0.5194805194805194,
"roc_auc": 0.8168701552298863
"f1": 0.5116279069767441,
"roc_auc": 0.8161304956705261
}
2 changes: 1 addition & 1 deletion params.yaml
Original file line number Diff line number Diff line change
Expand Up @@ -26,4 +26,4 @@ train:
model_path: models/clf-model.joblib
params:
n_estimators: 70
max_depth: 20
max_depth: 25
14 changes: 7 additions & 7 deletions reports/feat_imp.csv
Original file line number Diff line number Diff line change
@@ -1,9 +1,9 @@
feature,importance
num__Age,0.20
num__NumOfProducts,0.19
num__IsActiveMember,0.08
num__Balance,0.05
num__CreditScore,0.02
num__Age,0.19
num__NumOfProducts,0.18
num__IsActiveMember,0.07
num__Balance,0.04
num__HasCrCard,0.01
num__EstimatedSalary,-0.00
num__Tenure,-0.00
num__CreditScore,0.00
num__Tenure,-0.01
num__EstimatedSalary,-0.01
Binary file modified reports/figures/cm.png
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2 comments on commit c1b20e3

@alex000kim
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Metrics

Path f1 roc_auc
metrics.json 0.51163 0.81613

Feature Importances

feature importance
num__Age 0.19
num__NumOfProducts 0.18
num__IsActiveMember 0.07
num__Balance 0.04
num__HasCrCard 0.01
num__CreditScore 0.00
num__Tenure -0.01
num__EstimatedSalary -0.01

Confusion Matrix

@alex000kim
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Metrics

Path f1 roc_auc
metrics.json 0.51163 0.81613

Feature Importances

feature importance
num__Age 0.19
num__NumOfProducts 0.18
num__IsActiveMember 0.07
num__Balance 0.04
num__HasCrCard 0.01
num__CreditScore 0.00
num__Tenure -0.01
num__EstimatedSalary -0.01

Confusion Matrix

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