http://purl.org/np/RA0djZHLoIColxjUGWnBLbJsq37idvaQitaxfIZlp081o#Head
http://purl.org/np/RA0djZHLoIColxjUGWnBLbJsq37idvaQitaxfIZlp081o
http://www.nanopub.org/nschema#hasAssertion
http://purl.org/np/RA0djZHLoIColxjUGWnBLbJsq37idvaQitaxfIZlp081o#assertion
http://purl.org/np/RA0djZHLoIColxjUGWnBLbJsq37idvaQitaxfIZlp081o
http://www.nanopub.org/nschema#hasProvenance
http://purl.org/np/RA0djZHLoIColxjUGWnBLbJsq37idvaQitaxfIZlp081o#provenance
http://purl.org/np/RA0djZHLoIColxjUGWnBLbJsq37idvaQitaxfIZlp081o
http://www.nanopub.org/nschema#hasPublicationInfo
http://purl.org/np/RA0djZHLoIColxjUGWnBLbJsq37idvaQitaxfIZlp081o#pubinfo
http://purl.org/np/RA0djZHLoIColxjUGWnBLbJsq37idvaQitaxfIZlp081o
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://www.nanopub.org/nschema#Nanopublication
http://purl.org/np/RA0djZHLoIColxjUGWnBLbJsq37idvaQitaxfIZlp081o#assertion
http://purl.org/np/RA0djZHLoIColxjUGWnBLbJsq37idvaQitaxfIZlp081o#_LinguisticSystem
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://schema.org/ComputerLanguage
http://purl.org/np/RA0djZHLoIColxjUGWnBLbJsq37idvaQitaxfIZlp081o#_LinguisticSystem
http://www.w3.org/2000/01/rdf-schema#label
python
http://purl.org/np/RA0djZHLoIColxjUGWnBLbJsq37idvaQitaxfIZlp081o#_LinguisticSystem
http://www.w3.org/2000/01/rdf-schema#seeAlso
https://www.wikidata.org/wiki/Q28865
http://purl.org/np/RA0djZHLoIColxjUGWnBLbJsq37idvaQitaxfIZlp081o#_LinguisticSystem
http://www.w3.org/2002/07/owl#versionInfo
3.9.15.final.0
http://purl.org/np/RA0djZHLoIColxjUGWnBLbJsq37idvaQitaxfIZlp081o#_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,
"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/RA0djZHLoIColxjUGWnBLbJsq37idvaQitaxfIZlp081o#_plan
http://purl.org/dc/terms/language
http://purl.org/np/RA0djZHLoIColxjUGWnBLbJsq37idvaQitaxfIZlp081o#_LinguisticSystem
http://purl.org/np/RA0djZHLoIColxjUGWnBLbJsq37idvaQitaxfIZlp081o#_plan
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/net/p-plan#Plan
http://purl.org/np/RA0djZHLoIColxjUGWnBLbJsq37idvaQitaxfIZlp081o#_plan
http://www.w3.org/2000/01/rdf-schema#label
My model training workflow
http://purl.org/np/RA38bU_sa5fKMd_ShiqBW7YOPDQNT2ZHPu86JeprVfIVs#step
http://purl.org/net/p-plan#isStepOfPlan
http://purl.org/np/RA0djZHLoIColxjUGWnBLbJsq37idvaQitaxfIZlp081o#_plan
http://purl.org/np/RA38bU_sa5fKMd_ShiqBW7YOPDQNT2ZHPu86JeprVfIVs#step
http://www.ontologydesignpatterns.org/ont/dul/DUL.owl#precedes
http://purl.org/np/RAe1C9VcwXAm6MLhVdnlrYU6d5gSfIaFWdxhE9pnjJtzY#step
http://purl.org/np/RA38bU_sa5fKMd_ShiqBW7YOPDQNT2ZHPu86JeprVfIVs#step
http://www.ontologydesignpatterns.org/ont/dul/DUL.owl#precedes
http://purl.org/np/RAlSorsmcc6CrtJZwkcI-q693omxNTcr_TvnfLfH_bA0Q#step
http://purl.org/np/RAKXkumGLkuIgnPj5A3OSC22ZUipeKMuMYMzk7HzZrx8w#step
http://purl.org/net/p-plan#isStepOfPlan
http://purl.org/np/RA0djZHLoIColxjUGWnBLbJsq37idvaQitaxfIZlp081o#_plan
http://purl.org/np/RAKXkumGLkuIgnPj5A3OSC22ZUipeKMuMYMzk7HzZrx8w#step
http://www.ontologydesignpatterns.org/ont/dul/DUL.owl#precedes
http://purl.org/np/RA38bU_sa5fKMd_ShiqBW7YOPDQNT2ZHPu86JeprVfIVs#step
http://purl.org/np/RAKXkumGLkuIgnPj5A3OSC22ZUipeKMuMYMzk7HzZrx8w#step
http://www.ontologydesignpatterns.org/ont/dul/DUL.owl#precedes
http://purl.org/np/RAlSorsmcc6CrtJZwkcI-q693omxNTcr_TvnfLfH_bA0Q#step
http://purl.org/np/RAe1C9VcwXAm6MLhVdnlrYU6d5gSfIaFWdxhE9pnjJtzY#step
http://purl.org/net/p-plan#isStepOfPlan
http://purl.org/np/RA0djZHLoIColxjUGWnBLbJsq37idvaQitaxfIZlp081o#_plan
http://purl.org/np/RAe1C9VcwXAm6MLhVdnlrYU6d5gSfIaFWdxhE9pnjJtzY#step
http://www.ontologydesignpatterns.org/ont/dul/DUL.owl#precedes
http://purl.org/np/RAlSorsmcc6CrtJZwkcI-q693omxNTcr_TvnfLfH_bA0Q#step
http://purl.org/np/RAlSorsmcc6CrtJZwkcI-q693omxNTcr_TvnfLfH_bA0Q#step
http://purl.org/net/p-plan#isStepOfPlan
http://purl.org/np/RA0djZHLoIColxjUGWnBLbJsq37idvaQitaxfIZlp081o#_plan
http://purl.org/np/RAo-VK51bx4tcsFVApUwm41fGy7wvoWuJkEQraWKfISJU#step
http://purl.org/net/p-plan#isStepOfPlan
http://purl.org/np/RA0djZHLoIColxjUGWnBLbJsq37idvaQitaxfIZlp081o#_plan
http://purl.org/np/RAo-VK51bx4tcsFVApUwm41fGy7wvoWuJkEQraWKfISJU#step
http://www.ontologydesignpatterns.org/ont/dul/DUL.owl#precedes
http://purl.org/np/RA38bU_sa5fKMd_ShiqBW7YOPDQNT2ZHPu86JeprVfIVs#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
http://purl.org/np/RA0djZHLoIColxjUGWnBLbJsq37idvaQitaxfIZlp081o#_result
http://purl.org/np/RA0djZHLoIColxjUGWnBLbJsq37idvaQitaxfIZlp081o#provenance
http://purl.org/np/RA0djZHLoIColxjUGWnBLbJsq37idvaQitaxfIZlp081o#assertion
http://www.w3.org/ns/prov#generatedAtTime
2022-12-21T18:13:13.818414
http://purl.org/np/RA0djZHLoIColxjUGWnBLbJsq37idvaQitaxfIZlp081o#pubinfo
http://purl.org/np/RA0djZHLoIColxjUGWnBLbJsq37idvaQitaxfIZlp081o#sig
http://purl.org/nanopub/x/hasAlgorithm
RSA
http://purl.org/np/RA0djZHLoIColxjUGWnBLbJsq37idvaQitaxfIZlp081o#sig
http://purl.org/nanopub/x/hasPublicKey
MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAlKZel+uM9w+JiWuhs0NHtaXdRrGkGAjvnnLFQL2nmgZDGIjX+is2YJBd6R2kBkr67lYiUDWdtih0F0yqUlAW5GdYUihk1MBiWyLe4RNt7I5iC/5wwK/i5vV6/YKa6Zwf4oymwChpdXddlKc6d73StgFqOafQPeNeBUHTZbkmUKFAqGXf0nAclB23DEeN5qVl6XRa1qqtL91AKW+UxTvlZR3pFNFn8xKTfbOSgmuAkYSUwJrp84rNI92qXYtOJ12oH0oT/enzcThxcfPLomGc9BMd+QBCj08LdrtuAArHzcivMKDzreDCD+haZ/GdObRWHpQ5O4bEWIx3dZVQq7t0KQIDAQAB
http://purl.org/np/RA0djZHLoIColxjUGWnBLbJsq37idvaQitaxfIZlp081o#sig
http://purl.org/nanopub/x/hasSignature
CtDaJDADFhjK2Z6Y9YUUIGhMoe9Cucyahe++SAQMX9MZdVueG1hSCqwVEWkTG3sUcIDMbxRoIYejItBOCZLcJw3HYgYfoA4fPjET+nnWlWRY+ifkg/em6rLBWRsOsAaz9b7PqVjykQ53Y3pQYuQpYDBYjUGw4/bSQLRWkzIDc6mhEJvPIQDx6oB3cjcjlVUn16JkPlnbkAUUFD64PGQK6xlI6OisgNbo+KRm789YTxoM+tByFz9Bo4H2vA7y2+UNjjLGZR6gf6E1aMXQZ9nsfVewG2dSdoFnNDhlOooX2Ps1TEeXWCxaIe5zDUZN6omoTkgo92Nt1565cVE18wdTWg==
http://purl.org/np/RA0djZHLoIColxjUGWnBLbJsq37idvaQitaxfIZlp081o#sig
http://purl.org/nanopub/x/hasSignatureTarget
http://purl.org/np/RA0djZHLoIColxjUGWnBLbJsq37idvaQitaxfIZlp081o
http://purl.org/np/RA0djZHLoIColxjUGWnBLbJsq37idvaQitaxfIZlp081o
http://www.w3.org/ns/prov#wasAttributedTo
https://orcid.org/0000-0000-0000-0000