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http://www.w3.org/2000/01/rdf-schema#label
python
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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
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http://www.w3.org/2000/01/rdf-schema#label
My model training workflow
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http://www.example.org/unpublished-save#scores
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http://www.example.org/unpublished-save#model
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2022-12-21T14:45:49.539568
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RSA
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https://orcid.org/0000-0000-0000-0000