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Paper: The Non-IID Data Quagmire of Decentralized Machine Learning

Posted on August 8, 2020September 8, 2020 by ewent

Read our recent paper on “The Non-IID Data Quagmire of Decentralized Machine Learning”

Kevin Hsieh, Amar Phanishayee, Onur Mutlu, and Phillip B. Gibbons

In: Proceedings of the 37th International Conference on Machine Learning (ICML), Virtual, July 2020.
[Preliminary arXiv version]
[Slides (pptx) (pdf)]
[Talk Video (15 minutes)]

Posted in Papers, Talks.

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_onurmutlu_Onur Mutlu@_onurmutlu_·
23h

Join us today (27 May) 2:15pm Zurich time (CET) in Digital Design & Computer Architecture, Lecture 24.

We will cover Advanced Caches, focusing on cache design and management, both fundamentals and recent research.

We will examine…https://lnkd.in/e6GP7byi https://lnkd.in/etdryKGU

SAFARI_ETH_CMUSAFARI Research Group@SAFARI_ETH_CMU·
26 May

Join us for an invited seminar at the PASSION Lab @Berkeley_EECS! @FirtinaC will present "Enabling Accurate, Fast, and Memory-Efficient Genome Analysis via Efficient and Intelligent Algorithms".

Livestream Fri May 27 11:00pm Zurich time: https://www.youtube.com/watch?v=k_i-510RQCM

@_onurmutlu_

SAFARI_ETH_CMUSAFARI Research Group@SAFARI_ETH_CMU·
25 May

Join us next week for our SAFARI Live Seminar! Behzad Salami will present "Understanding the Reliability and Power-Efficiency Trade-offs of Modern FPGAs through Undervolting", Tuesday May 31 at 6:30pm Zurich time:

Talk details:
https://safari.ethz.ch/safari-live-seminar-behzad-salami-31-may-2022/

@_onurmutlu_ @ETH_en

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el1golujJuan Gómez Luna@el1goluj·
25 May

Join us tomorrow for an introduction to the first real end-to-end framework for processing-using-memory in DRAM!
@_onurmutlu_ @SAFARI_ETH_CMU @_olgunataberk

Livestream (Thu., May 26, 7pm Zurich): https://youtu.be/jWkdcdMAVrQ

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el1golujJuan Gómez Luna@el1goluj·
24 May

Today (May 24) in our HetSys course, we will discuss graph search on GPU. Join us!
@_onurmutlu_ @SAFARI_ETH_CMU

Premiere (Tue., May 24, 7pm Zurich): https://youtu.be/cvP1aH31ar4

SAFARI_ETH_CMUSAFARI Research Group@SAFARI_ETH_CMU·
24 May

We're excited to be presenting several posters in the poster session today @recomb2022 May 24 at 11:10 PDT!

Program: https://recomb2022.net/program/

@mealser @SudpfoteKrieger @FirtinaC @_onurmutlu_ @damlasenolcali Jeremie Kim, Nika Mansouri Ghiasi, Joël Lindegger, Julien Eudine

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FirtinaCCan Fırtına@FirtinaC·
22 May

@SAFARI_ETH_CMU presents 8 posters at @recomb2022. Come and check out our posters #SneakySnake by @mealser, Near-Memory FPGA-Based Acceleration of Minimap2 by Julien Eudine, #Demeter by @SudpfoteKrieger, #BLEND by @FirtinaC 1/2

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FirtinaCCan Fırtına@FirtinaC·
22 May

#AirLift by Jeremie Kim and @FirtinaC, #GenASM by @damlasenolcali, #GenStore by Nika Mansouri Ghiasi, #Scrooge by Joël Lindegger 2/2.

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_onurmutlu_Onur Mutlu@_onurmutlu_·
19 May

Join us today (20 May) 2:15pm Zurich time (CET) in Digital Design & Computer Architecture, Lecture 23.

We will cover Memory Hierarchy & Caches, focusing on fundamentals and tradeoffs.
We will examine design & implementation tradeo…https://lnkd.in/eqM799j2 https://lnkd.in/eGNbFDAy

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_onurmutlu_Onur Mutlu@_onurmutlu_·
19 May

Slides (PPTX): https://safari.ethz.ch/digitaltechnik/spring2022/lib/exe/fetch.php?media=onur-digitaldesign_comparch-2022-lecture22-memory-organization-afterlecture.pptx

Slides (PDF): https://safari.ethz.ch/digitaltechnik/spring2022/lib/exe/fetch.php?media=onur-digitaldesign_comparch-2022-lecture22-memory-organization-afterlecture.pdf

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