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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Bibliographic Details
Main Author: Lin, Ji
Other Authors: Han, Song
Format: Thesis
Published: Massachusetts Institute of Technology 2024
Online Access:https://hdl.handle.net/1721.1/153837
https://orcid.org/0000-0001-6053-4344