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Example for study and suite - #810

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mfeurer merged 6 commits into
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example_study
Oct 14, 2019
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mfeurer merged 6 commits into
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example_study

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@mfeurer

@mfeurer mfeurer commented Oct 11, 2019

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This pull request adds three new examples:

  1. a simple example on suites
  2. an advanced example on suites
  3. an advanced example on studies

@PGijsbers PGijsbers left a comment

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Some minor changes suggested to both text and code.

Comment thread examples/20_basic/simple_suites_tutorial.py Outdated
Comment thread examples/20_basic/simple_suites_tutorial.py Outdated
Comment thread examples/20_basic/simple_suites_tutorial.py
Comment thread examples/30_extended/study_tutorial.py Outdated
Comment thread examples/30_extended/study_tutorial.py Outdated
Comment thread examples/30_extended/study_tutorial.py Outdated
Comment thread examples/30_extended/suites_tutorial.py Outdated
Comment thread examples/30_extended/suites_tutorial.py
Comment thread examples/30_extended/suites_tutorial.py
Comment thread examples/30_extended/suites_tutorial.py Outdated
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codecov-io commented Oct 14, 2019 •

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Codecov Report

Merging #810 into develop will decrease coverage by 0.02%.
The diff coverage is n/a.

Impacted file tree graph

@@             Coverage Diff             @@
##           develop     #810      +/-   ##
===========================================
- Coverage    87.71%   87.69%   -0.03%     
===========================================
  Files           36       36              
  Lines         4234     4234              
===========================================
- Hits          3714     3713       -1     
- Misses         520      521       +1
Impacted Files Coverage Δ
openml/_api_calls.py 83.33% <0%> (-1.09%) ⬇️
openml/exceptions.py 93.54% <0%> (-0.21%) ⬇️

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@mfeurer
mfeurer requested a review from PGijsbers October 14, 2019 12:20
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@ArlindKadra ArlindKadra left a comment

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Some minor points.

Comment thread examples/20_basic/simple_suites_tutorial.py Outdated
# OpenML-CC18
# ===========
#
# As an example we have a look the OpenML-CC18, which is a suite of 72 classification datasets

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As an example, we have a look at OpenML-CC18

# datasets commonly used in machine learning research. These are all datasets from mid-2018 that
# satisfy a large set of clear requirements for thorough yet practical benchmarking:
#
# 1. the number ofobservations are between 500 and 100000 to focus on medium-sized datasets,

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of observations

Comment thread examples/20_basic/simple_suites_tutorial.py Outdated
Comment thread examples/20_basic/simple_suites_tutorial.py Outdated
Comment thread examples/20_basic/simple_suites_tutorial.py Outdated

How to list, download and upload benchmark studies.

In contrast to `benchmark suites <https://docs.openml.org/benchmark/#benchmarking-suites>`_ which

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Hmm, we also have a tutorial regarding benchmark suites in this PR, maybe we can link to it ?

Comment thread examples/30_extended/study_tutorial.py Outdated
Comment thread examples/30_extended/study_tutorial.py Outdated
Comment thread examples/30_extended/study_tutorial.py Outdated
@mfeurer
mfeurer merged commit 4853d7c into develop Oct 14, 2019
@mfeurer
mfeurer deleted the example_study branch October 14, 2019 15:24
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4 participants