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config.yaml
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30 lines (27 loc) · 637 Bytes
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main:
components_repository: "https://github.com/udacity/Project-Build-an-ML-Pipeline-Starter.git#components"
project_name: nyc_airbnb
experiment_name: development
steps: all
etl:
sample: "sample1.csv"
min_price: 10
max_price: 350
data_check:
kl_threshold: 0.2
modeling:
test_size: 0.2
val_size: 0.2
random_seed: 42
stratify_by: "neighbourhood_group"
max_tfidf_features: 50
random_forest:
n_estimators: 200
max_depth: 50
min_samples_split: 4
min_samples_leaf: 3
n_jobs: -1
criterion: squared_error
max_features: 0.5
oob_score: true
output_artifact: "random_forest_export"