TPOT


NameTPOT JSON
Version 0.12.2 PyPI version JSON
download
home_pagehttps://github.com/EpistasisLab/tpot
SummaryTree-based Pipeline Optimization Tool
upload_time2024-02-23 19:06:12
maintainer
docs_urlNone
authorRandal S. Olson
requires_python
licenseGNU/LGPLv3
keywords pipeline optimization hyperparameter optimization data science machine learning genetic programming evolutionary computation
VCS
bugtrack_url
requirements deap nose numpy scikit-learn imbalanced-learn scipy tqdm update-checker stopit pandas joblib xgboost
Travis-CI
coveralls test coverage
            
A Python tool that automatically creates and optimizes machine learning pipelines using genetic programming.

Contact
=============
If you have any questions or comments about TPOT, please feel free to contact us via:

E-mail: ttle@pennmedicine.upenn.edu or weixuanf@pennmedicine.upenn.edu

or Twitter: https://twitter.com/trang1618 or https://twitter.com/WeixuanFu

This project is hosted at https://github.com/EpistasisLab/tpot

            

Raw data

            {
    "_id": null,
    "home_page": "https://github.com/EpistasisLab/tpot",
    "name": "TPOT",
    "maintainer": "",
    "docs_url": null,
    "requires_python": "",
    "maintainer_email": "",
    "keywords": "pipeline optimization,hyperparameter optimization,data science,machine learning,genetic programming,evolutionary computation",
    "author": "Randal S. Olson",
    "author_email": "rso@randalolson.com",
    "download_url": "https://files.pythonhosted.org/packages/74/3b/eecff22098e4031770732ced4bc099b4892253b76840b6549fb0331d2cca/TPOT-0.12.2.tar.gz",
    "platform": null,
    "description": "\nA Python tool that automatically creates and optimizes machine learning pipelines using genetic programming.\n\nContact\n=============\nIf you have any questions or comments about TPOT, please feel free to contact us via:\n\nE-mail: ttle@pennmedicine.upenn.edu or weixuanf@pennmedicine.upenn.edu\n\nor Twitter: https://twitter.com/trang1618 or https://twitter.com/WeixuanFu\n\nThis project is hosted at https://github.com/EpistasisLab/tpot\n",
    "bugtrack_url": null,
    "license": "GNU/LGPLv3",
    "summary": "Tree-based Pipeline Optimization Tool",
    "version": "0.12.2",
    "project_urls": {
        "Homepage": "https://github.com/EpistasisLab/tpot"
    },
    "split_keywords": [
        "pipeline optimization",
        "hyperparameter optimization",
        "data science",
        "machine learning",
        "genetic programming",
        "evolutionary computation"
    ],
    "urls": [
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "c09da5a5422e00c034e16c8ad2e0361cf26578a8fcbbc45c6d605d2decf72bc7",
                "md5": "c8570d75a749ed892d532c245528fe27",
                "sha256": "dc0d07b978d89d0086d8d32ceee3c8c3db273c7b2828a92c1ade211504f602e6"
            },
            "downloads": -1,
            "filename": "TPOT-0.12.2-py3-none-any.whl",
            "has_sig": false,
            "md5_digest": "c8570d75a749ed892d532c245528fe27",
            "packagetype": "bdist_wheel",
            "python_version": "py3",
            "requires_python": null,
            "size": 87448,
            "upload_time": "2024-02-23T19:06:10",
            "upload_time_iso_8601": "2024-02-23T19:06:10.402838Z",
            "url": "https://files.pythonhosted.org/packages/c0/9d/a5a5422e00c034e16c8ad2e0361cf26578a8fcbbc45c6d605d2decf72bc7/TPOT-0.12.2-py3-none-any.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "743beecff22098e4031770732ced4bc099b4892253b76840b6549fb0331d2cca",
                "md5": "19c6fbc59806025e18cb315c1bd1d7f3",
                "sha256": "e92777cf41cbf01ee0439632264d21ef89a1c0b5ec532b73dcb679c3ce67bec1"
            },
            "downloads": -1,
            "filename": "TPOT-0.12.2.tar.gz",
            "has_sig": false,
            "md5_digest": "19c6fbc59806025e18cb315c1bd1d7f3",
            "packagetype": "sdist",
            "python_version": "source",
            "requires_python": null,
            "size": 911284,
            "upload_time": "2024-02-23T19:06:12",
            "upload_time_iso_8601": "2024-02-23T19:06:12.897946Z",
            "url": "https://files.pythonhosted.org/packages/74/3b/eecff22098e4031770732ced4bc099b4892253b76840b6549fb0331d2cca/TPOT-0.12.2.tar.gz",
            "yanked": false,
            "yanked_reason": null
        }
    ],
    "upload_time": "2024-02-23 19:06:12",
    "github": true,
    "gitlab": false,
    "bitbucket": false,
    "codeberg": false,
    "github_user": "EpistasisLab",
    "github_project": "tpot",
    "travis_ci": true,
    "coveralls": true,
    "github_actions": true,
    "appveyor": true,
    "requirements": [
        {
            "name": "deap",
            "specs": [
                [
                    ">=",
                    "1.2"
                ]
            ]
        },
        {
            "name": "nose",
            "specs": [
                [
                    "==",
                    "1.3.7"
                ]
            ]
        },
        {
            "name": "numpy",
            "specs": [
                [
                    ">=",
                    "1.16.3"
                ]
            ]
        },
        {
            "name": "scikit-learn",
            "specs": [
                [
                    ">=",
                    "1.4.1"
                ]
            ]
        },
        {
            "name": "imbalanced-learn",
            "specs": [
                [
                    ">=",
                    "0.7.0"
                ]
            ]
        },
        {
            "name": "scipy",
            "specs": [
                [
                    ">=",
                    "1.3.1"
                ]
            ]
        },
        {
            "name": "tqdm",
            "specs": [
                [
                    ">=",
                    "4.36.1"
                ]
            ]
        },
        {
            "name": "update-checker",
            "specs": [
                [
                    ">=",
                    "0.16"
                ]
            ]
        },
        {
            "name": "stopit",
            "specs": [
                [
                    ">=",
                    "1.1.2"
                ]
            ]
        },
        {
            "name": "pandas",
            "specs": [
                [
                    ">=",
                    "0.24.2"
                ]
            ]
        },
        {
            "name": "joblib",
            "specs": [
                [
                    ">=",
                    "0.13.2"
                ]
            ]
        },
        {
            "name": "xgboost",
            "specs": [
                [
                    ">=",
                    "1.1.0"
                ]
            ]
        }
    ],
    "lcname": "tpot"
}
        
Elapsed time: 0.53185s