Skip to main content

Automated machine learning system for imbalanced medical data

Project description

AutoImblearn

AutoImblearn is an AutoML system tailored to imbalanced datasets. It automates the selection of preprocessing techniques, resampling strategies, model selection, and hyperparameter optimization to achieve robust performance on imbalanced classification tasks.

Features

  • Automatic pipeline generation
  • Support for common imbalanced learning techniques
  • Hyperparameter tuning
  • Modular design for extensibility

Installation

To install the package, run:

pip install AutoImblearn

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

autoimblearn-0.1.6.tar.gz (55.1 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

autoimblearn-0.1.6-py3-none-any.whl (79.8 kB view details)

Uploaded Python 3

File details

Details for the file autoimblearn-0.1.6.tar.gz.

File metadata

  • Download URL: autoimblearn-0.1.6.tar.gz
  • Upload date:
  • Size: 55.1 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.1.0 CPython/3.10.16

File hashes

Hashes for autoimblearn-0.1.6.tar.gz
Algorithm Hash digest
SHA256 0dd3dab94e9cef84a2d6859ee0a05b4e16f262ae935c3a357758fa41b9a1b25a
MD5 fd823f220cfa64d0db69d83d774eff5c
BLAKE2b-256 81a214499a237e3a2e4c36a822ac75039f65344bf9bd9817432440ff66fd5577

See more details on using hashes here.

File details

Details for the file autoimblearn-0.1.6-py3-none-any.whl.

File metadata

  • Download URL: autoimblearn-0.1.6-py3-none-any.whl
  • Upload date:
  • Size: 79.8 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.1.0 CPython/3.10.16

File hashes

Hashes for autoimblearn-0.1.6-py3-none-any.whl
Algorithm Hash digest
SHA256 e7cd09ce7ae9ff9837c4050cb1ccc933fbfa1e5031863abf279bde6933a16832
MD5 419072a4477eaa6e7786c6fc0133432c
BLAKE2b-256 bf228e691e88a0d3717ff27ca3c83ca5fade902e7d776dfba67d58ab8689c77a

See more details on using hashes here.

Supported by

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