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-0.1.10.tar.gz (55.2 kB view details)

Uploaded Source

Built Distribution

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

autoimblearn-0.1.10-py3-none-any.whl (79.9 kB view details)

Uploaded Python 3

File details

Details for the file autoimblearn-0.1.10.tar.gz.

File metadata

  • Download URL: autoimblearn-0.1.10.tar.gz
  • Upload date:
  • Size: 55.2 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.1.0 CPython/3.10.16

File hashes

Hashes for autoimblearn-0.1.10.tar.gz
Algorithm Hash digest
SHA256 cb2cf17e1ab4cf1a13c30faa9a5849d3b849480a6e201500e6486be76cf4341a
MD5 b40e08fdd22ad0afd45cf15762caa46a
BLAKE2b-256 16f92099c1ed37f4c280c21cdd9b40fa1edab23f029db672991fc4b75637926a

See more details on using hashes here.

File details

Details for the file autoimblearn-0.1.10-py3-none-any.whl.

File metadata

  • Download URL: autoimblearn-0.1.10-py3-none-any.whl
  • Upload date:
  • Size: 79.9 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.1.0 CPython/3.10.16

File hashes

Hashes for autoimblearn-0.1.10-py3-none-any.whl
Algorithm Hash digest
SHA256 c202c82f03b4c2f25a58bacc2b377298f9229b2e320abead528dd03f066086c2
MD5 8c16c237cf15d65edafc5f4de19e1c54
BLAKE2b-256 bf76924f8e741430aabc66fdef4458be4bba5a8717d1a58223d487e73f0f1ed2

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