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aif-bias.yaml
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executable file
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# Copyright 2021 IBM Corporation
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
name: 'AIF360 Bias detection example'
description: 'Detecting and mitigating age bias on credit decisions'
metadata:
annotations:
platform: 'OpenSource'
implementation:
github:
source: 'https://github.com/IBM/Trusted-ML-Pipelines/blob/master/notebooks/tutorial_credit_scoring.ipynb'
# requirements: 'https://github.com/IBM/Trusted-ML-Pipelines/blob/master/requirements.txt'
# TODO: do not require '==' in elyra-ai/kfp-notebook:"bootstrapper.py", line 369, package_list_to_dict()
requirements: 'aif360[all]==0.3.0,ibm-cos-sdk==2.8.0,requests==2.25.0,numpy==1.19.4,Pillow==8.0.1,matplotlib==3.3.2,scikit-image==0.17.2,Keras==2.4.3'