autogluon 0.6.1

AutoML for Image, Text, and Tabular Data

02-03-2022 249 words 2 minutes 0 views

Contents

AutoML for Image, Text, and Tabular Data

Stars: 5187, Watchers: 5187, Forks: 678, Open Issues: 224

The autogluon/autogluon repo was created 3 years ago and was last updated Yesterday.
The project is extremely popular with a mindblowing 5187 github stars!

How to Install autogluon

You can install autogluon using pip

pip install autogluon

or add it to a project with poetry

poetry add autogluon

Package Details

Author: AutoGluon Community
License: Apache-2.0
Homepage: https://github.com/autogluon/autogluon
PyPi: https://pypi.org/project/autogluon/
GitHub Repo: https://github.com/awslabs/autogluon

Classifiers

Scientific/Engineering/Artificial Intelligence
Scientific/Engineering/Image Recognition
Scientific/Engineering/Information Analysis
Software Development

No autogluon pypi packages just yet.

Errors

A list of common autogluon errors.

Code Examples

Here are some autogluon code examples and snippets.

GitHub Issues

The autogluon package has 224 open issues on GitHub

Various HPO Cleanup / Fixes
NN_TORCH incorrectly implements use_batchnorm=True
Handle nan in categorical feature in text feature generator
NeuralNetFastAI runs extremely slow
How do I set confidence when I use test data to predict? Are there relevant parameters?
[WIP]ARM/M1 dependency upgrade and doc
Text Prediction only be handled in English? Do you support Chinese?
Add scikit-learn compatible API
TabularPredictor config helper
Consider integrating cleanlab - cleans noisy labels (enhancement)
[v0.4] Add documentation for HPO / Search Spaces
[v0.4] Refactor model valid features to be allow instead of exclude
Feature Tools integration
Included Model Types
No GPU is detected in the machine and we will not proceed to run TextPredictor because they will train too slowly with only CPU.