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http://purl.org/np/RAb8wgasmoKAcIEp3FQFoihYp0BBfUVQNcaUOf_HowhX8#step
http://purl.org/np/RAb8wgasmoKAcIEp3FQFoihYp0BBfUVQNcaUOf_HowhX8#step
http://purl.org/net/p-plan#isStepOfPlan
http://purl.org/np/RAmeVl97Ctioci9lBZLYEjC2-CS5juHvb1JyEtrhKGE0I#_plan
http://purl.org/np/RAgwFqEnItZPGcouYXTEbUhDmXlp7-Aq4jwB67lqogUQc#step
http://purl.org/net/p-plan#isStepOfPlan
http://purl.org/np/RAmeVl97Ctioci9lBZLYEjC2-CS5juHvb1JyEtrhKGE0I#_plan
http://purl.org/np/RAgwFqEnItZPGcouYXTEbUhDmXlp7-Aq4jwB67lqogUQc#step
http://www.ontologydesignpatterns.org/ont/dul/DUL.owl#precedes
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
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http://purl.org/np/RAmeVl97Ctioci9lBZLYEjC2-CS5juHvb1JyEtrhKGE0I#_LinguisticSystem
http://www.w3.org/2000/01/rdf-schema#label
python
http://purl.org/np/RAmeVl97Ctioci9lBZLYEjC2-CS5juHvb1JyEtrhKGE0I#_LinguisticSystem
http://www.w3.org/2000/01/rdf-schema#seeAlso
https://www.wikidata.org/wiki/Q28865
http://purl.org/np/RAmeVl97Ctioci9lBZLYEjC2-CS5juHvb1JyEtrhKGE0I#_LinguisticSystem
http://www.w3.org/2002/07/owl#versionInfo
3.9.15.final.0
http://purl.org/np/RAmeVl97Ctioci9lBZLYEjC2-CS5juHvb1JyEtrhKGE0I#_plan
http://purl.org/dc/terms/description
@is_fairworkflow(label='My model training workflow')
def training_workflow(n_jobs):
# Define models hyper params
hyper_params = {
'n_jobs': n_jobs,
'random_state': 42
}
data = load_data()
y = load_data_y()
# Train model (here we use a stub dataset just to make the example clear)
model = fit_classifier(hyper_params, data, y)
# Evaluate the model using your own metrics
scores = evaluate(model)
# Save the model generated to the models/ folder
path = save(
model,
"models/my_model",
sample_data=data,
scores=scores,
hyper_params=hyper_params,
)
return path
# Optionally you can save other files (dataframes, JSON objects) in the data/ folder
http://purl.org/np/RAmeVl97Ctioci9lBZLYEjC2-CS5juHvb1JyEtrhKGE0I#_plan
http://purl.org/dc/terms/language
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http://www.w3.org/2000/01/rdf-schema#label
My model training workflow
http://purl.org/np/RApOQXGgxSvwi4huy82FxSWEdtYL9TH9UA8h4UBLDotwI#step
http://purl.org/net/p-plan#isStepOfPlan
http://purl.org/np/RAmeVl97Ctioci9lBZLYEjC2-CS5juHvb1JyEtrhKGE0I#_plan
http://purl.org/np/RApOQXGgxSvwi4huy82FxSWEdtYL9TH9UA8h4UBLDotwI#step
http://www.ontologydesignpatterns.org/ont/dul/DUL.owl#precedes
http://purl.org/np/RAb8wgasmoKAcIEp3FQFoihYp0BBfUVQNcaUOf_HowhX8#step
http://www.example.org/unpublished-evaluate#out1
http://purl.org/net/p-plan#bindsTo
http://www.example.org/unpublished-save#scores
http://www.example.org/unpublished-fit_classifier#out1
http://purl.org/net/p-plan#bindsTo
http://www.example.org/unpublished-evaluate#model
http://www.example.org/unpublished-fit_classifier#out1
http://purl.org/net/p-plan#bindsTo
http://www.example.org/unpublished-save#model
http://www.example.org/unpublished-load_data#out1
http://purl.org/net/p-plan#bindsTo
http://www.example.org/unpublished-fit_classifier#data
http://www.example.org/unpublished-load_data#out1
http://purl.org/net/p-plan#bindsTo
http://www.example.org/unpublished-save#sample_data
http://www.example.org/unpublished-load_data_y#out1
http://purl.org/net/p-plan#bindsTo
http://www.example.org/unpublished-fit_classifier#y
http://www.example.org/unpublished-save#out1
http://purl.org/net/p-plan#bindsTo
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http://www.w3.org/ns/prov#generatedAtTime
2022-12-21T14:43:37.922367
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RSA
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https://orcid.org/0000-0000-0000-0000