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Distributed Learning Systems with First-Order Methods

af Ji Liu

indgår i Foundations and Trends(R) in Databases serien

indgår i Foundations and Trends (R) in Databases serien

Distributed Learning Systems with First-Order Methods af Ji Liu
Bag om Distributed Learning Systems with First-Order Methods

Provides a brief introduction to three distributed learning techniques that have recently been developed: lossy communication compression, asynchronous communication, and decentralized communication. These have significant impact on the work in both the system and machine learning and mathematical optimization communities.

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  • Sprog:
  • Engelsk
  • ISBN:
  • 9781680837001
  • Indbinding:
  • Paperback
  • Sideantal:
  • 108
  • Udgivet:
  • 24. Juni 2020
  • Størrelse:
  • 156x234x0 mm.
  • Vægt:
  • 165 g.
  • 2-3 uger.
  • 9. Oktober 2024

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Provides a brief introduction to three distributed learning techniques that have recently been developed: lossy communication compression, asynchronous communication, and decentralized communication. These have significant impact on the work in both the system and machine learning and mathematical optimization communities.

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