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sample.yml
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sample.yml
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environment:
project_id: # if null, build a new project
project_name: 'sample_project'
target_feature: target
metric: 'RMSE'
cv_method: 'random'
validation_type: 'CV'
validation_params:
holdout_pct: 20
#validation_pct: 10
reps: 3 # number of cross validation folds to use
seed: 2017 # a seed to use for randomization
dataset:
type: file
path: './data/raw'
filename: 'boston.csv'
autopilot: 'manual' # fullauto, quick, manual
convert_features:
- {name: RAD, rename_to: RAD_categoricalInt, variable_type: categoricalInt}
fit:
model_id: # if None, run autopilot
autopilot: 'fullauto'
featurelist_name: 'without_feature' # if already exist, current time string will be used
source_featurelist: 'Raw Features'
except_features:
- 'NOX'
- 'NOXX'
- 'NOXXX'
predict:
model_id: # if None, a model will be automatically selected
input:
type: 'file'
path: './data/raw/'
filename: 'boston.csv'
reasoncode: True
merge_origin: True
feature_impact: True
output:
type: 'file'
path: './'
filename: 'prediction.csv'