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Overview of Explainability (Draft) #510

Merged
merged 63 commits into from
Jan 12, 2022
Merged

Overview of Explainability (Draft) #510

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1708df9
Add initial draft of overview intro
mauicv Oct 21, 2021
f7f30b5
Add section on global and local insights
mauicv Oct 21, 2021
08e355d
Add insight categories section
mauicv Oct 22, 2021
e592e63
Add initall draft of global attrubution methods section
mauicv Oct 25, 2021
22fd8d1
Add informal definition of counter factuals
mauicv Oct 26, 2021
563b1ab
Add informal definition of anchors
mauicv Oct 26, 2021
ad83771
Add initial informal discussion on ALE
mauicv Oct 26, 2021
ee18d0a
Add draft intros on cf instances, cem and cf proto methods
mauicv Oct 28, 2021
c6343da
Initial draft of cfrl section
mauicv Oct 28, 2021
9f21d57
Add draft of anchor section
mauicv Oct 29, 2021
7f10e3e
Add finished draft of Pertinent Positives
mauicv Nov 1, 2021
d535b4e
Finish draft of ALE section
mauicv Nov 1, 2021
63f5f32
Add initial draft of integrated gradients section
mauicv Nov 2, 2021
39c5ebd
Add section on local feature attribution properties
mauicv Nov 3, 2021
40908d0
Add draft of the SHAP method sections
mauicv Nov 3, 2021
ece0a1a
Add mention of cfrl being blackbox
mauicv Nov 4, 2021
ee1ac6d
Update SHAP section to contian description of Interventional and path…
mauicv Nov 8, 2021
f81b82f
Add pros and cons section for anchors method
mauicv Nov 8, 2021
e28af30
Add pros and cons section for pertinent positives
mauicv Nov 8, 2021
fcea411
Add IG pros and cons
mauicv Nov 8, 2021
05283f6
Add pros and cons for TreeSHAP section
mauicv Nov 8, 2021
2f83940
Add pros and cons for counterfactuals section
mauicv Nov 8, 2021
b792998
Spell and grammer check up to Local Feature Attribution
mauicv Nov 9, 2021
988b252
Complete spelling and grammer check
mauicv Nov 9, 2021
673c12f
Second check through
mauicv Nov 9, 2021
19ee1fd
Add constraints tables
mauicv Nov 9, 2021
ff49d05
Add doc overview examples notebook
mauicv Nov 18, 2021
e1e5833
Updates to into suggested in PR
mauicv Nov 24, 2021
eba104c
Update section on Anchors
mauicv Nov 25, 2021
0927b15
Add progress on CEM
mauicv Nov 25, 2021
bf0159c
Fix incorrect spelling of black-box
mauicv Nov 25, 2021
860418e
Add PR changes for ALE section
mauicv Dec 7, 2021
0e740d4
Add PR changes for IG
mauicv Dec 8, 2021
53f74b4
Add changes from PR for kernel shap section
mauicv Dec 8, 2021
84c75c2
Add PR changes for path-dependent tree shap section
mauicv Dec 8, 2021
f69a716
Add PR changes for interventional tree SHAP method section
mauicv Dec 8, 2021
1a0b893
First draft PR changes to counterfactuals intro section
mauicv Dec 9, 2021
d543bed
Add changes for counterfactual section
mauicv Dec 13, 2021
04d28a6
Add some explination to the notebook
mauicv Dec 13, 2021
7f92db1
Fix cf results section
mauicv Dec 14, 2021
37d1090
Add white-box model lists to explainer summary tables
mauicv Dec 14, 2021
42ebccc
Minor fix to white box model lists in method summary table
mauicv Dec 14, 2021
49f49c1
Indicate if method only supports numerical tabular data
mauicv Dec 14, 2021
154633d
Resize images
mauicv Dec 14, 2021
c0dc799
Add more text content to notebook
mauicv Dec 15, 2021
b027128
Add links to docs and paper for each method
mauicv Dec 15, 2021
2df4480
Inital progress on notebook spell and grammer check
mauicv Dec 15, 2021
a45f75a
Ignore joblib model save files in examples
mauicv Dec 15, 2021
17e5b0e
Merge branch 'master' into feature/doc-overview
mauicv Dec 15, 2021
2e64198
Fix broken example notebook link
mauicv Dec 15, 2021
05bed29
Add spelling and grammer fixes for overview notebook
mauicv Dec 15, 2021
f02604f
Remove aditivity check in interventional Tree SHAP example in notebook
mauicv Dec 15, 2021
20f8f3f
Add link to overview to notebook intro
mauicv Dec 15, 2021
4bd5b07
Add wine dataset discription, white and black box discusson link and …
mauicv Dec 15, 2021
10f6fd4
Updates to main doc, including added details about wine-quality dataset
mauicv Dec 15, 2021
1d3aa3c
Add indication of differntiable requirement for some black-box methods
mauicv Dec 15, 2021
ed1edf4
Minor improvements to style and phrasing, image sizing
jklaise Dec 15, 2021
7af04d5
Add final requested PR changes
mauicv Dec 16, 2021
8981a2d
Minor fix to black-box vs white-box methods section
mauicv Dec 20, 2021
f6eb2c0
Fix requested changes in PR
mauicv Jan 10, 2022
19c3b3a
Merge branch 'master' into feature/doc-overview
mauicv Jan 10, 2022
2fecd5e
Fix alibi-testing git-protocol issue in dev requirements
mauicv Jan 11, 2022
002d531
Merge branch 'master' into feature/doc-overview
mauicv Jan 11, 2022
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4 changes: 4 additions & 0 deletions .gitignore
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Expand Up @@ -109,3 +109,7 @@ venv.bak/

# Model binaries
examples/*.h5
examples/*.joblib

# OS specific
.DS_store
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