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AutoGluon is an easy-to-use AutoML toolkit for deep learning that allows you to automatically leverage state-of-the-art techniques. Writing barely any code, we recently used AutoGluon to achieve around top 10% ranks in four Kaggle image classification competitions:

https://medium.com/@zhanghang0704/image-classification-on-kaggle-using-autogluon-fc896e74d7e8

To learn how to use AutoGluon for your own image classification problems, see our tutorial here: https://autogluon.mxnet.io/tutorials/image_classification/kaggle.html

Beyond image classification, AutoGluon also makes it easy to get started with object detection, as well as prediction tasks involving tabular/text data instead of images. If you're already a deep learning practitioner, AutoGluon helps you automatically tune your own custom models.

AutoGluon is open-source and available on GitHub: https://github.com/awslabs/autogluon/