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Add prediction intervals - #3876

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ParthivNaresh merged 56 commits into
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add_prediction_intervals
Dec 21, 2022
Merged

Add prediction intervals#3876
ParthivNaresh merged 56 commits into
mainfrom
add_prediction_intervals

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@ParthivNaresh

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@jeremyliweishih jeremyliweishih left a comment

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Curious why we want to use prediction intervals for ARIMA in predict but rest looks good to me! Will approve once we discuss 😄


prediction_interval_result = {}
for conf_int in coverage:
rolling_std = pd.Series(predictions).rolling(5).std().bfill()

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wow!

Comment thread evalml/pipelines/components/estimators/regressors/rf_regressor.py
Comment thread evalml/tests/component_tests/test_estimators.py Outdated

@eccabay eccabay left a comment

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This is fantastic work! 🎉 I have a bunch of cleanup and docstring comments, but the implementation overall is super.

Comment thread evalml/pipelines/components/estimators/estimator.py
Comment thread evalml/pipelines/components/estimators/estimator.py Outdated
Comment thread evalml/pipelines/components/estimators/estimator.py
Comment thread evalml/pipelines/components/estimators/estimator.py
Comment thread evalml/pipelines/components/estimators/estimator.py Outdated
Comment thread evalml/pipelines/components/estimators/regressors/prophet_regressor.py Outdated
Comment thread evalml/pipelines/components/estimators/regressors/prophet_regressor.py Outdated
Comment thread evalml/pipelines/components/estimators/regressors/prophet_regressor.py Outdated
Comment thread evalml/tests/component_tests/test_arima_regressor.py Outdated

@eccabay eccabay left a comment

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Awesome work!

@christopherbunn christopherbunn left a comment

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Some smaller things but LGTM

Comment thread evalml/pipelines/components/estimators/regressors/prophet_regressor.py Outdated
@ParthivNaresh
ParthivNaresh merged commit e6b837a into main Dec 21, 2022
@ParthivNaresh
ParthivNaresh deleted the add_prediction_intervals branch December 21, 2022 18:13
@christopherbunn christopherbunn mentioned this pull request Jan 3, 2023
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4 participants