This repository is an organized awesome list of resources focused on Automated Deep Learning (AutoDL) and Neural Architecture Search (NAS). It categorizes research by publication year, includes links to prominent AutoML libraries like PyGlove, AutoKeras, and NNI, references relevant benchmarks, and provides survey links. The repository serves as a reference index for practitioners and researchers exploring hyperparameter optimization and architecture search methods.