Efficient Deep Learning Computing: From TinyML to LargeLM
Deep learning has prevailed in various fields and fundamentally changed human society. Efficiency is the key factor in democratizing deep learning and broadening its applications. It is increasingly important as Moore’s law slows down while the model size scaling speeds up. We need efficient algorit...
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Format: | Thesis |
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Massachusetts Institute of Technology
2024
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Online Access: | https://hdl.handle.net/1721.1/153837 https://orcid.org/0000-0001-6053-4344 |