AdaNet is a lightweight framework for automatically learning high-quality models with learning guarantees. It builds neural networks as ensembles of subnetworks, using the AdaNet algorithm presented at ICML 2017. The framework provides Keras and Estimator APIs for training, evaluating, and serving models, and supports distributed training across GPUs and TPUs.