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-0.1.21.tar.gz (61.2 kB view details)

Uploaded Source

Built Distribution

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

autoimblearn-0.1.21-py3-none-any.whl (90.6 kB view details)

Uploaded Python 3

File details

Details for the file autoimblearn-0.1.21.tar.gz.

File metadata

  • Download URL: autoimblearn-0.1.21.tar.gz
  • Upload date:
  • Size: 61.2 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.1.0 CPython/3.10.16

File hashes

Hashes for autoimblearn-0.1.21.tar.gz
Algorithm Hash digest
SHA256 2e27357d6b372be3871dd124d559a95614cbf76f247b547a56c182c1239cf7db
MD5 80e2a2463c0818b064b172fb75fa16b8
BLAKE2b-256 a1ae240fddc8b052fd69085b29bc7f87d3d0a7860aa66313af85ae1a38384537

See more details on using hashes here.

File details

Details for the file autoimblearn-0.1.21-py3-none-any.whl.

File metadata

  • Download URL: autoimblearn-0.1.21-py3-none-any.whl
  • Upload date:
  • Size: 90.6 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.1.0 CPython/3.10.16

File hashes

Hashes for autoimblearn-0.1.21-py3-none-any.whl
Algorithm Hash digest
SHA256 9ffb58d3b42326e0f90acb586600e0e7bbb7d745faec9e43d6e9a92d83a6493f
MD5 58b3c47b1e1e61d80a8fe6ca0237947f
BLAKE2b-256 633da5fed3ddb0e62c247ed7ae38e1694889e83e9304b0de08601eb26bf3dba2

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