fairxplainer


Namefairxplainer JSON
Version 0.1.0 PyPI version JSON
download
home_pagehttps://github.com/ReAILe/bias-explainer
SummaryA Python package for explaining bias in machine learning models
upload_time2023-03-10 12:50:37
maintainer
docs_urlNone
authorBishwamittra Ghosh
requires_python
licenseMIT
keywords fair machine learning bias explainability global sensitivity analysis variance decomposition influence functions
VCS
bugtrack_url
requirements No requirements were recorded.
Travis-CI No Travis.
coveralls test coverage No coveralls.
            # Fairness Influence Functions



## Python dependencies
`pip install -r requirements.txt`

## Usage
See Python notebook in this [folder](doc/).

            

Raw data

            {
    "_id": null,
    "home_page": "https://github.com/ReAILe/bias-explainer",
    "name": "fairxplainer",
    "maintainer": "",
    "docs_url": null,
    "requires_python": "",
    "maintainer_email": "",
    "keywords": "Fair Machine Learning,Bias,Explainability,Global Sensitivity Analysis,Variance Decomposition,Influence Functions",
    "author": "Bishwamittra Ghosh",
    "author_email": "bishwamittra.ghosh@gmail.com",
    "download_url": "https://files.pythonhosted.org/packages/b3/21/ae59b420da0dd044ff6f0ddda8dabdea95c9865f5846496b3e79c68dd8bc/fairxplainer-0.1.0.tar.gz",
    "platform": null,
    "description": "# Fairness Influence Functions\n\n\n\n## Python dependencies\n`pip install -r requirements.txt`\n\n## Usage\nSee Python notebook in this [folder](doc/).\n",
    "bugtrack_url": null,
    "license": "MIT",
    "summary": "A Python package for explaining bias in machine learning models",
    "version": "0.1.0",
    "split_keywords": [
        "fair machine learning",
        "bias",
        "explainability",
        "global sensitivity analysis",
        "variance decomposition",
        "influence functions"
    ],
    "urls": [
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "5f170b187ada8a7f7cc0c328e05a823e37f0229eab5bd58103a03fad448ac48e",
                "md5": "96d9caad249b9013977f3875f1325ea4",
                "sha256": "d168e8b065b4e6469512d804266d31ad448da5621d19671ef0ad77dc1291c003"
            },
            "downloads": -1,
            "filename": "fairxplainer-0.1.0-py3-none-any.whl",
            "has_sig": false,
            "md5_digest": "96d9caad249b9013977f3875f1325ea4",
            "packagetype": "bdist_wheel",
            "python_version": "py3",
            "requires_python": null,
            "size": 33211,
            "upload_time": "2023-03-10T12:50:35",
            "upload_time_iso_8601": "2023-03-10T12:50:35.941267Z",
            "url": "https://files.pythonhosted.org/packages/5f/17/0b187ada8a7f7cc0c328e05a823e37f0229eab5bd58103a03fad448ac48e/fairxplainer-0.1.0-py3-none-any.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "b321ae59b420da0dd044ff6f0ddda8dabdea95c9865f5846496b3e79c68dd8bc",
                "md5": "731d5ded40e4d7edfd1fb478da3061c2",
                "sha256": "24d5e21d2c6ce0753be781aae74ced25e9b853c70240fbea5140ed014ba9716c"
            },
            "downloads": -1,
            "filename": "fairxplainer-0.1.0.tar.gz",
            "has_sig": false,
            "md5_digest": "731d5ded40e4d7edfd1fb478da3061c2",
            "packagetype": "sdist",
            "python_version": "source",
            "requires_python": null,
            "size": 28574,
            "upload_time": "2023-03-10T12:50:37",
            "upload_time_iso_8601": "2023-03-10T12:50:37.736381Z",
            "url": "https://files.pythonhosted.org/packages/b3/21/ae59b420da0dd044ff6f0ddda8dabdea95c9865f5846496b3e79c68dd8bc/fairxplainer-0.1.0.tar.gz",
            "yanked": false,
            "yanked_reason": null
        }
    ],
    "upload_time": "2023-03-10 12:50:37",
    "github": true,
    "gitlab": false,
    "bitbucket": false,
    "github_user": "ReAILe",
    "github_project": "bias-explainer",
    "travis_ci": false,
    "coveralls": false,
    "github_actions": false,
    "requirements": [],
    "lcname": "fairxplainer"
}
        
Elapsed time: 0.04575s