Questions tagged [federated-learning]
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8
questions
6
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1answer
353 views
How to express a fully connected neural network succintly using linear algebra?
I'm currently reading the paper Federated Learning with Matched Averaging (2020), where the authors claim:
A basic fully connected (FC) NN can be formulated as: $\hat{y} = \sigma(xW_1)W_2$ [...]
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4
votes
2answers
1k views
What is difference between edge computing and federated learning?
I recently read about federated learning introduced by Google, but it seems to be like edge computing.
What is the difference between edge computing and federated learning?
3
votes
1answer
69 views
What is Federated Learning?
How would you explain Federated Learning in simple layman terms for a non-STEM person?
What are the main ideas behind Federated Learning?
2
votes
1answer
46 views
How would the performance of federated learning compare to the performance of centralized machine learning when the data is i.i.d.?
How would the performance of federated learning (FL) compare to the performance of centralized machine learning (ML), when the data is independent and identically distributed (i.i.d.)?
Moreover, what ...
1
vote
0answers
43 views
What is dynamic data sampling in federated learning?
I am trying to learn about Federated Learning (FL), but I have a question.
What is dynamic data sampling in FL?
Cai, Lingshuang, et al. "Dynamic Sample Selection for Federated Learning with ...
0
votes
1answer
69 views
What is the difference between the definition of "accuracy" in machine learning and federated learning?
What is the difference between the definition of "accuracy" in machine learning and federated learning?
In particular, how is the accuracy calculated in the following paper:
Cai, Lingshuang,...
0
votes
0answers
33 views
Is there any way to determine/estimate the number of rounds for the whole Federated Learning process?
In Federated Learning (FL) the process ends until the model converges or reached certain accuracy.
My question: Is there any way to determine/estimate the number of rounds for the whole process?
0
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0answers
53 views
Is federated learning a privacy breach?
Is federated learning a privacy breach, given that the model transmission, for a period of time, may cause the adversarial to reach and manipulate the model and the data?
