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Dataset Description

스크린샷 2023-08-23 21 16 22

Uncertainty Estimation

you can see some implementations of uncertainty estimation

Gaussian process

GP

스크린샷 2023-08-23 21 14 45

The performance of which is best of all but estimation time infinitely incereases as data increase


Bayesian Neural Network

BNN


I implemented naive bnn and convolutional bnn

the performance of which is not like gaussian process but reduced estimation time



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Mixture Density Network

MDN


Doesn't have noise assumption so we need more data but The most practical model so far

스크린샷 2023-08-23 18 30 26

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