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GeoscienceAustralia / uncover-ml

Machine Learning system for Geoscience Australia uncover project
Apache License 2.0
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xgboost confidence intervals #141

Closed basaks closed 7 months ago

basaks commented 3 years ago

Based on this post: https://towardsdatascience.com/regression-prediction-intervals-with-xgboost-428e0a018b

Modifications were required due to scikit learn adaptation of the quantile functionality, and adpatation in our pipeline. Also added variance calculation assuming the upper and lower quantiles can be assumed to come from a normal distribution.

codecov-io commented 3 years ago

Codecov Report

Merging #141 (97ae7f7) into develop (154efbc) will decrease coverage by 0.85%. The diff coverage is 33.09%.

Impacted file tree graph

@@             Coverage Diff             @@
##           develop     #141      +/-   ##
===========================================
- Coverage    66.58%   65.73%   -0.86%     
===========================================
  Files           43       43              
  Lines         5076     5165      +89     
===========================================
+ Hits          3380     3395      +15     
- Misses        1696     1770      +74
Impacted Files Coverage Δ
uncoverml/scripts/gridsearch_cli.py 19.00% <6.81%> (-10.21%) :arrow_down:
uncoverml/validate.py 70.39% <14.28%> (-0.52%) :arrow_down:
uncoverml/scripts/learn_cli.py 53.02% <20.00%> (ø)
uncoverml/optimise/models.py 65.97% <44.77%> (-12.38%) :arrow_down:
uncoverml/config.py 75.81% <46.15%> (ø)
uncoverml/image.py 92.25% <100.00%> (ø)
uncoverml/learn.py 81.08% <100.00%> (-2.26%) :arrow_down:

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