AzureML Responsible AI package
Project description
Microsoft Azure Machine Learning Responsible AI for Python
This package has been tested with Python 3.6 and 3.7.
The azureml-responsibleai package provides classes for Responsible AI in Azure Machine Learning and includes the following:
Model explanations including aggregate and individual feature importance.
Causal inference, estimates the causal effect each feature has on the outcome and recommends a policy for when to apply treatments in order to optimize the outcome.
Counterfactual analysis, generates diverse counterfactual examples of existing datapoints to achieve a desired model output.
Error analysis, a more robust analysis of a model’s performance by identifying which cohorts of your data have disproportionately higher error rate. For example, a cohort of your data specifying gender or race.
This package is experimental and may be subject to future change or removal.
Setup
Follow these instructions to install the Azure ML SDK on your local machine, create an Azure ML workspace, and set up your notebook environment, which is required for the next step. Once you have set up your environment, install the AzureML Responsible AI package:
pip install azureml-responsibleaiRelease history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distributions
Built Distribution
File details
Details for the file azureml_responsibleai-1.41.0-py3-none-any.whl.
File metadata
- Download URL: azureml_responsibleai-1.41.0-py3-none-any.whl
- Upload date:
- Size: 99.3 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/1.11.0 pkginfo/1.8.2 requests/2.27.1 setuptools/41.2.0 requests-toolbelt/0.9.1 tqdm/4.64.0 CPython/3.6.2
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 1f67d5ae1c3b83cedf2d31ed4bc973e5d97fa18eec081719c4db414ece637ce5 |
|
| MD5 | 455cf11a1cfb8eff7f059f1c9b90f828 |
|
| BLAKE2b-256 | dc21fd7dffa0eee2fa13b05ae3ef9c58b731b4d359e2fe44dca4dbea0f654125 |
