diff --git a/Introduction/3-fairness/README.md b/Introduction/3-fairness/README.md index 7f74e830545285ecf4046f3d5cdf8903725c0baf..0cacc6b62c414792d88699e8675bd44dc1409123 100644 --- a/Introduction/3-fairness/README.md +++ b/Introduction/3-fairness/README.md @@ -65,9 +65,9 @@ Another infamous example is a hand soap dispenser that could not seem to be able Stereotypical gender view was found in machine translation. When translating “he is a nurse and she is a doctor” into Turkish, problems were encountered. Turkish is a genderless language which has one pronoun, “o” to convey a singular third person, but translating the sentence back from Turkish to English yields the stereotypical and incorrect as “she is a nurse and he is a doctor”. - + - + ### Denigration An image labeling technology infamously mislabeled images of dark-skinned people as gorillas. Mislabeling is harmful not just because the system made a mistake because it specifically applied a label that has a long history of being purposefully used to denigrate Black people. @@ -154,8 +154,7 @@ The tool helps you to assesses how a model's predictions affect different groups - Try some [sample notebooks](https://github.com/fairlearn/fairlearn/tree/master/notebooks). -- Learn [how to enable fairness assessments](https://docs.microsoft.com/en-us/azure/machine-learning/how-to-machine-learning-fairness-aml?WT.mc_id=academic-15963-cxa -- ) of machine learning models in Azure Machine Learning. +- Learn [how to enable fairness assessments](https://docs.microsoft.com/en-us/azure/machine-learning/how-to-machine-learning-fairness-aml?WT.mc_id=academic-15963-cxa) of machine learning models in Azure Machine Learning. - Check out these [sample notebooks](https://github.com/Azure/MachineLearningNotebooks/tree/master/contrib/fairness) for more fairness assessment scenarios in Azure Machine Learning. ## 🚀 Challenge diff --git a/Introduction/3-fairness/images/english-to-turkish.png b/Introduction/3-fairness/images/english-to-turkish.png deleted file mode 100644 index 7f77eb100a3ec5c10b61ff6a1f09afd1ce7325d1..0000000000000000000000000000000000000000 Binary files a/Introduction/3-fairness/images/english-to-turkish.png and /dev/null differ diff --git a/Introduction/3-fairness/images/turkish-to-english.png b/Introduction/3-fairness/images/turkish-to-english.png deleted file mode 100644 index 08a7a60990230b5d6e86ca5261b8a7c7b5967cfe..0000000000000000000000000000000000000000 Binary files a/Introduction/3-fairness/images/turkish-to-english.png and /dev/null differ