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zysi [14]
3 years ago
9

Describe how john snow's investigation may have differed if the cholera outbreak occurred today. think about the interventions a

nd tests you have explored in this lesson.
Social Studies
1 answer:
Nonamiya [84]3 years ago
7 0
<span>If John Snow was investigating a cholera outbreak today, he would have access to modern scientific equipment that would allow him to pinpoint the source of the outbreak, such as microscopes with enough power to see the microbes. Additionally, he would know of modern theories of disease and infection, and so would have a better framework to understand the evidence he gathered. The combination of these factors would allow Snow to much more quickly and effectively discover the source of the outbreak.</span>
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Our decentralized sparse training technique, which requires that each local model in Dis-PFL only maintain a set number of active parameters during the whole local training and peer-to-peer communication process, substantially reduces communication and computation costs.

<u>What is DisPFL?</u>

  • It is suggested that personalized federated learning be used to address the issue of data heterogeneity among clients by developing unique, locally adapted models specifically for each user.
  • But because existing works are frequently constructed in a centralized manner, there is a great deal of communication pressure and vulnerability in the event that the central server is attacked or fails.
  • Using a decentralized (peer-to-peer) communication protocol called Dis-PFL, we offer a unique personalized federated learning framework in this study that uses personalized sparse masks to tailor sparse local models on the edge.
<h3><u>What is Communication?</u></h3>
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Detailed tests show that Dis-PFL dramatically reduces the communication bottleneck for the busiest node among all clients while also achieving improved model accuracy with lower computation costs and communication rounds.

Know more about communication with the help of the given link:

brainly.com/question/26152499

#SPJ4

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