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AIF360
A comprehensive set of fairness metrics for datasets and machine learning models, explanations for these metrics, and algorithms to mitigate bias in datasets and models.
https://aif360.res.ibm.com/
Apache License 2.0
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Make notebooks in examples run out of the box using Google colab (5/5)
#389
anupamamurthi
opened
2 years ago
3
Make notebooks in examples run out of the box using Google colab (4/5)
#388
anupamamurthi
opened
2 years ago
1
Make notebooks in examples run out of the box using Google colab (3/5)
#387
anupamamurthi
opened
2 years ago
2
Make notebooks in examples run out of the box using Google colab (2/5)
#386
anupamamurthi
opened
2 years ago
4
Make notebooks in examples run out of the box using Google colab (1/5)
#385
anupamamurthi
opened
2 years ago
13
Get notebooks in examples/sklearn/ to work in Binder (Part 3/3)
#384
anupamamurthi
closed
2 years ago
0
Get notebooks in examples/sklearn/ to work in Binder (Part 2/3)
#383
anupamamurthi
closed
2 years ago
0
Get notebooks in examples/sklearn/ to work in Binder (Part 1/3)
#382
anupamamurthi
closed
2 years ago
0
Get notebooks in examples/sklearn/ to work in Google colab (Part 3/3)
#381
anupamamurthi
closed
2 years ago
1
Get notebooks in examples/sklearn/ to work in Google colab (Part 2/3)
#380
anupamamurthi
closed
2 years ago
1
Add ThresholdOptimizer to sklearn-compatible post-processing directory
#379
mnagired
opened
2 years ago
0
Get notebooks in examples/sklearn/ to work in Google colab (Part 1/3)
#378
anupamamurthi
opened
2 years ago
7
implement average absolute predictive value difference metric
#377
nrkarthikeyan
opened
2 years ago
0
implement average predictive value difference metric
#376
nrkarthikeyan
closed
2 years ago
0
Refactor openml_datasets.py
#375
anupamamurthi
opened
2 years ago
5
Import statement for `ClassificationMetric` fails in Cent OS.
#374
engineerpassion
closed
2 years ago
4
Dockerize AIF360
#373
anupamamurthi
closed
2 years ago
0
Get AIF360 running on a windows machine and fix any bugs that come along
#372
anupamamurthi
opened
2 years ago
1
Add Demo Notebook for Calibrated Equalized Odds Method in Sklearn-Compatible Side
#371
mnagired
opened
2 years ago
1
Add Pareto Frontier Plot Functionality
#370
mnagired
opened
2 years ago
2
Add Equalized Odds Postprocessing to Sklearn-Compatible Version
#369
mnagired
opened
2 years ago
1
Add python 3.10 for testing in ci.yml
#368
hakimamarullah
closed
2 years ago
3
Suggestion - Use external datasets in notebook examples
#367
onaly
opened
2 years ago
5
[R] Issues installing package: Is tensorflow <2 required?
#366
jansim
opened
2 years ago
0
Encapsulate plotting code for CalibratedEqualizedOdds
#365
hoffmansc
opened
2 years ago
0
Test with Python 3.10 in CI
#364
hoffmansc
closed
2 years ago
0
Fix drop_prot_attr for GridSearchReduction
#363
hoffmansc
closed
2 years ago
0
Additional parameters for fairlearn reductions
#362
hoffmansc
opened
2 years ago
2
Update TensorFlow code
#361
hoffmansc
opened
2 years ago
0
Allow different distance metrics in consistency_score
#360
hoffmansc
opened
2 years ago
2
Download LawSchool dataset directly from SEAPHE
#359
hoffmansc
closed
9 months ago
3
Implement wasserstein fairness postprocessing
#358
nrkarthikeyan
opened
2 years ago
2
Investigate if we can add support for folktables
#357
nrkarthikeyan
opened
2 years ago
2
Binder for jupyter notebooks in AIF360
#356
anupamamurthi
opened
2 years ago
1
Run example notebooks using Watson Studio
#355
anupamamurthi
opened
2 years ago
1
Benchmark AIF360 against various fairness toolkits
#354
anupamamurthi
opened
2 years ago
1
Design and implement a mechanism to download datasets from places like github
#353
anupamamurthi
opened
2 years ago
1
Add support for OULAD
#352
anupamamurthi
opened
2 years ago
1
Add support for "student performance dataset"
#351
anupamamurthi
opened
2 years ago
1
Add support for "Communities and Crime Data Set"
#350
anupamamurthi
opened
2 years ago
2
Add support for "default of credit card clients Data Set"
#349
anupamamurthi
opened
2 years ago
0
Add support for diabetes dataset
#348
anupamamurthi
opened
2 years ago
3
Add support for Dutch Census dataset
#347
anupamamurthi
opened
2 years ago
1
Add support for KDD Census-Income dataset
#346
anupamamurthi
opened
2 years ago
4
Dockerize AIF360
#345
anupamamurthi
opened
2 years ago
1
Use MLFlow in AIF360 for logging metrics & tracking experimentation
#344
anupamamurthi
opened
2 years ago
0
Design and implement a mechanism to download datasets from places like UCI
#343
anupamamurthi
opened
2 years ago
1
Design and implement a mechanism to download datasets from Cloud Object store
#342
anupamamurthi
opened
2 years ago
1
Design and implement a mechanism to download datasets from Kaggle
#341
anupamamurthi
opened
2 years ago
2
Initial inFairness algorithms (SenSeI/SenSR)
#340
hoffmansc
closed
2 years ago
0
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