Skip to main content

Identify changes in model outputs at prediction time.

Project description

predeval

https://img.shields.io/pypi/v/predeval.svg https://img.shields.io/travis/dvatterott/predeval.svg Documentation Status https://codecov.io/gh/dvatterott/predeval/branch/master/graph/badge.svg Updates

This software is built to identify changes in a model output before evaluation data becomes available.

For example, if you create a churn model, you will have to wait X number of weeks before learning whether users churned (and can evaluate your churn model predictions).

This software will not guarantee that your model is accurate, but it will alert you if your model’s outputs (i.e., predictions) are different from what they have been in the past. A model’s output can pass predeval tests and be inaccurate and a model’s output can fail predeval and be accurate. That said, unexpected changes in model outputs likely represent a change in accuracy.

Installation

Installation is described here: https://predeval.readthedocs.io/en/latest/installation.html

Example Usage

Examples can be found here: https://predeval.readthedocs.io/en/latest/usage.html

API Documentation

Documentation of the software can be found here: https://predeval.readthedocs.io/en/latest/api.html

Contributing

Info about contributing can be found here: https://predeval.readthedocs.io/en/latest/contributing.html

Changelog

Changelog can be found here: https://predeval.readthedocs.io/en/latest/history.html

Credits

Info about contributors can be found here: https://predeval.readthedocs.io/en/latest/authors.html

This package was created with Cookiecutter and the audreyr/cookiecutter-pypackage project template.

History

0.0.1 (2019-01-06)

  • First release on PyPI.

0.0.2 (2019-01-06)

  • Adding pypi deploy to travis.

0.0.3 (2019-01-06)

  • Only one travis version publishes to pypi.

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

predeval-0.0.10.tar.gz (18.3 kB view details)

Uploaded Source

Built Distribution

predeval-0.0.10-py2.py3-none-any.whl (11.0 kB view details)

Uploaded Python 2 Python 3

File details

Details for the file predeval-0.0.10.tar.gz.

File metadata

  • Download URL: predeval-0.0.10.tar.gz
  • Upload date:
  • Size: 18.3 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/1.13.0 pkginfo/1.5.0.1 requests/2.22.0 setuptools/41.2.0 requests-toolbelt/0.9.1 tqdm/4.34.0 CPython/3.5.6

File hashes

Hashes for predeval-0.0.10.tar.gz
Algorithm Hash digest
SHA256 393a71d0fbdaa634f6573905e56114512a53772e761760440128cec473e95b4f
MD5 2daed317466cc04e9e9cabfccf259336
BLAKE2b-256 68cd4d4e02b2f40463fb8d46fad3badf4587480d605d05f8f5810ba56343a9f1

See more details on using hashes here.

File details

Details for the file predeval-0.0.10-py2.py3-none-any.whl.

File metadata

  • Download URL: predeval-0.0.10-py2.py3-none-any.whl
  • Upload date:
  • Size: 11.0 kB
  • Tags: Python 2, Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/1.13.0 pkginfo/1.5.0.1 requests/2.22.0 setuptools/41.2.0 requests-toolbelt/0.9.1 tqdm/4.34.0 CPython/3.5.6

File hashes

Hashes for predeval-0.0.10-py2.py3-none-any.whl
Algorithm Hash digest
SHA256 1a761632db9fe8de578abfcf9088685f14a63595e198ee8fc57766a2558c75ed
MD5 298624d31a9056057efa76598635ce59
BLAKE2b-256 e82c3a654c98cd2b73d15caf6406a4a01ab42c6550a82b02690f1de89b116fa1

See more details on using hashes here.

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page