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AutoGluon is an open source project that automates machine learning tasks to enable users to easily achieve strong predictive performance in their applications. With just a few lines of code, users can train and deploy high-accuracy machine learning and deep learning models on image, text, time series, and tabular data. AutoGluon also provides state-of-the-art tools for hyperparameter optimization, such as ASHA, Hyperband, Bayesian Optimization and BOHB, which have moved to the stand-alone package syne-tune. AutoGluon is licensed under the Apache 2.0 License.