Shypd.aiThe largest open index of AI toolsAwesome-AutoDL is an open-source curated list of automated deep learning resources, focusing on Neural Architecture Search (NAS). It provides an in-depth analysis and links to blogs, libraries, and benchmarks.
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Awesome-AutoDL is a comprehensive, curated list of resources dedicated to Automated Deep Learning, with a particular emphasis on Neural Architecture Search (NAS). This open-source project offers an in-depth analysis of the field, making it an invaluable resource for researchers and practitioners. It compiles links to relevant blogs, AutoDL libraries like PyGlove and AutoGluon, and various benchmarks such as NAS-Bench-101 and NATS-Bench. The list is meticulously organized by publication venues from 2017 to 2021, categorizing papers by type (gradient-based, reinforcement learning, evolutionary algorithm, performance prediction, and others), and includes direct links to code repositories where available. It serves as a central hub for staying updated on the latest advancements and foundational works in AutoDL.
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