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http://purl.org/np/RA1_VeH8aLbv4lLIuubllfcl2kChOrcP5X168yjRaaUMo
http://www.nanopub.org/nschema#hasAssertion
http://purl.org/np/RA1_VeH8aLbv4lLIuubllfcl2kChOrcP5X168yjRaaUMo#assertion
http://purl.org/np/RA1_VeH8aLbv4lLIuubllfcl2kChOrcP5X168yjRaaUMo
http://www.nanopub.org/nschema#hasProvenance
http://purl.org/np/RA1_VeH8aLbv4lLIuubllfcl2kChOrcP5X168yjRaaUMo#provenance
http://purl.org/np/RA1_VeH8aLbv4lLIuubllfcl2kChOrcP5X168yjRaaUMo
http://www.nanopub.org/nschema#hasPublicationInfo
http://purl.org/np/RA1_VeH8aLbv4lLIuubllfcl2kChOrcP5X168yjRaaUMo#pubinfo
http://purl.org/np/RA1_VeH8aLbv4lLIuubllfcl2kChOrcP5X168yjRaaUMo
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://www.nanopub.org/nschema#Nanopublication
http://purl.org/np/RA1_VeH8aLbv4lLIuubllfcl2kChOrcP5X168yjRaaUMo#assertion
http://purl.org/np/RA1_VeH8aLbv4lLIuubllfcl2kChOrcP5X168yjRaaUMo#_LinguisticSystem
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://schema.org/ComputerLanguage
http://purl.org/np/RA1_VeH8aLbv4lLIuubllfcl2kChOrcP5X168yjRaaUMo#_LinguisticSystem
http://www.w3.org/2000/01/rdf-schema#label
python
http://purl.org/np/RA1_VeH8aLbv4lLIuubllfcl2kChOrcP5X168yjRaaUMo#_LinguisticSystem
http://www.w3.org/2000/01/rdf-schema#seeAlso
https://www.wikidata.org/wiki/Q28865
http://purl.org/np/RA1_VeH8aLbv4lLIuubllfcl2kChOrcP5X168yjRaaUMo#_LinguisticSystem
http://www.w3.org/2002/07/owl#versionInfo
3.9.15.final.0
http://purl.org/np/RA1_VeH8aLbv4lLIuubllfcl2kChOrcP5X168yjRaaUMo#_plan
http://purl.org/dc/terms/description
@is_fairworkflow(label='My model training workflow')
def training_workflow(n_jobs: int):
# 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(
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/RA1_VeH8aLbv4lLIuubllfcl2kChOrcP5X168yjRaaUMo#_plan
http://purl.org/dc/terms/language
http://purl.org/np/RA1_VeH8aLbv4lLIuubllfcl2kChOrcP5X168yjRaaUMo#_LinguisticSystem
http://purl.org/np/RA1_VeH8aLbv4lLIuubllfcl2kChOrcP5X168yjRaaUMo#_plan
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/net/p-plan#Plan
http://purl.org/np/RA1_VeH8aLbv4lLIuubllfcl2kChOrcP5X168yjRaaUMo#_plan
http://www.w3.org/2000/01/rdf-schema#label
My model training workflow
http://purl.org/np/RADNK4f_wLJD9Mi3w50zu2Wr8ExucJPiXRET4IHlNVw-E#step
http://purl.org/net/p-plan#isStepOfPlan
http://purl.org/np/RA1_VeH8aLbv4lLIuubllfcl2kChOrcP5X168yjRaaUMo#_plan
http://purl.org/np/RADNK4f_wLJD9Mi3w50zu2Wr8ExucJPiXRET4IHlNVw-E#step
http://www.ontologydesignpatterns.org/ont/dul/DUL.owl#precedes
http://purl.org/np/RAYjDtWF_BVeythVjtrfsWjppNIc1qWhijMLJ_X0bE8Eg#step
http://purl.org/np/RAEBmsYvKtHG_NQ4S7XMYKTkVhMomXUWV5GlqdX07L66o#step
http://purl.org/net/p-plan#isStepOfPlan
http://purl.org/np/RA1_VeH8aLbv4lLIuubllfcl2kChOrcP5X168yjRaaUMo#_plan
http://purl.org/np/RAEBmsYvKtHG_NQ4S7XMYKTkVhMomXUWV5GlqdX07L66o#step
http://www.ontologydesignpatterns.org/ont/dul/DUL.owl#precedes
http://purl.org/np/RALqUZIpeKFwwTNNWYqOu_veqW68h0Apl6XTGsLQ9PCog#step
http://purl.org/np/RAEBmsYvKtHG_NQ4S7XMYKTkVhMomXUWV5GlqdX07L66o#step
http://www.ontologydesignpatterns.org/ont/dul/DUL.owl#precedes
http://purl.org/np/RAYjDtWF_BVeythVjtrfsWjppNIc1qWhijMLJ_X0bE8Eg#step
http://purl.org/np/RALqUZIpeKFwwTNNWYqOu_veqW68h0Apl6XTGsLQ9PCog#step
http://purl.org/net/p-plan#isStepOfPlan
http://purl.org/np/RA1_VeH8aLbv4lLIuubllfcl2kChOrcP5X168yjRaaUMo#_plan
http://purl.org/np/RAYjDtWF_BVeythVjtrfsWjppNIc1qWhijMLJ_X0bE8Eg#step
http://purl.org/net/p-plan#isStepOfPlan
http://purl.org/np/RA1_VeH8aLbv4lLIuubllfcl2kChOrcP5X168yjRaaUMo#_plan
http://purl.org/np/RAYjDtWF_BVeythVjtrfsWjppNIc1qWhijMLJ_X0bE8Eg#step
http://www.ontologydesignpatterns.org/ont/dul/DUL.owl#precedes
http://purl.org/np/RALqUZIpeKFwwTNNWYqOu_veqW68h0Apl6XTGsLQ9PCog#step
http://purl.org/np/RAYjDtWF_BVeythVjtrfsWjppNIc1qWhijMLJ_X0bE8Eg#step
http://www.ontologydesignpatterns.org/ont/dul/DUL.owl#precedes
http://purl.org/np/RAiiA4bbUoT2ouF67Ouy1FswgpiqxxFeIIcntrjYsouOU#step
http://purl.org/np/RAiiA4bbUoT2ouF67Ouy1FswgpiqxxFeIIcntrjYsouOU#step
http://purl.org/net/p-plan#isStepOfPlan
http://purl.org/np/RA1_VeH8aLbv4lLIuubllfcl2kChOrcP5X168yjRaaUMo#_plan
http://purl.org/np/RAiiA4bbUoT2ouF67Ouy1FswgpiqxxFeIIcntrjYsouOU#step
http://www.ontologydesignpatterns.org/ont/dul/DUL.owl#precedes
http://purl.org/np/RALqUZIpeKFwwTNNWYqOu_veqW68h0Apl6XTGsLQ9PCog#step
http://www.example.org/unpublished-evaluate#out1
http://purl.org/net/p-plan#bindsTo
http://www.example.org/unpublished-save_model#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#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_model#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_model#out1
http://purl.org/net/p-plan#bindsTo
http://purl.org/np/RA1_VeH8aLbv4lLIuubllfcl2kChOrcP5X168yjRaaUMo#_result
http://purl.org/np/RA1_VeH8aLbv4lLIuubllfcl2kChOrcP5X168yjRaaUMo#provenance
http://purl.org/np/RA1_VeH8aLbv4lLIuubllfcl2kChOrcP5X168yjRaaUMo#assertion
http://www.w3.org/ns/prov#generatedAtTime
2023-01-10T10:55:04.121475
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http://purl.org/nanopub/x/hasAlgorithm
RSA
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CjfoKiKVzW0ZVOx+IlyTs6yhoB4Q3jS7+JQDsR6Zy4vU4Nve+J9k16i+8i8SQZ8HqEDU2699wpW5f5iLZEo+61lkL0EsIRTauTk1rBMgvMimjNra9kfUh6LXDYd9OY86hw2U3WA6wgS2S7fRRl8hq+nOhF1wfGqvTaSV2pOpbdk2iJAvEDfhopVg0eFfHJz50ZRu0qLKnQ/n7RhCXPSwSQyaeJVeqZqDppnoNQLZmFQEeWQ2IeUwM9IqcHFU0ynvLfRwUJPH1REg/ImQEn3sANh6Lr8VIY+itcP8Ki1zPRlee9bOeUeGJ2T+u1gibvKy5+ee8SXGPMPM51UtzDZshg==
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http://purl.org/np/RA1_VeH8aLbv4lLIuubllfcl2kChOrcP5X168yjRaaUMo
http://www.w3.org/ns/prov#wasAttributedTo
https://orcid.org/0000-0000-0000-0000