Skip to main content

A suite of visual analysis and diagnostic tools for machine learning.

Project description

Yellowbrick is a suite of visual analysis and diagnostic tools designed to facilitate machine learning with Scikit-Learn. The package includes visualizations that can help users navigate the feature selection process, build intuition around model selection, diagnose common problems like bias, heteroscedasticity, underfit, and overtraining, and support hyperparameter tuning to steer predictive models toward more successful results.

Some of the available tools include:

  • histograms

  • scatter plot matrices

  • parallel coordinates

  • jointplots

  • ROC curves

  • classification heatmaps

  • residual plots

  • validation curves

  • gridsearch heatmaps

For more, please see the full documentation at: http://yellowbrick.readthedocs.org/en/latest/

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

yellowbrick-0.3a1.tar.gz (35.0 kB view details)

Uploaded Source

Built Distribution

yellowbrick-0.3a1-py3-none-any.whl (46.5 kB view details)

Uploaded Python 3

File details

Details for the file yellowbrick-0.3a1.tar.gz.

File metadata

  • Download URL: yellowbrick-0.3a1.tar.gz
  • Upload date:
  • Size: 35.0 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No

File hashes

Hashes for yellowbrick-0.3a1.tar.gz
Algorithm Hash digest
SHA256 935abe5c8e20209bb28a034e6e6ae3e31fecb1e438ef1db1f02e6ac2309fe4d3
MD5 c45850988c911f9ea4d21827f9d02987
BLAKE2b-256 1352b6cbcd15c1af978e88126c33886f3b35bc00188c80e3f0626de37f9a272a

See more details on using hashes here.

File details

Details for the file yellowbrick-0.3a1-py3-none-any.whl.

File metadata

File hashes

Hashes for yellowbrick-0.3a1-py3-none-any.whl
Algorithm Hash digest
SHA256 99f44d3050f02e09bf78e3e90135fdae3af69801b42c05fc6a666bb5472cb314
MD5 4d7395154b5b93f17cd6b92783a6ed20
BLAKE2b-256 893f5bf5c6fd1a08e73caa49f07f02b01510c5e8564039ec57ae43d03a77b7d5

See more details on using hashes here.

Supported by

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