New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Jump to bottom

编码器——vae #17

Open

maiff opened this issue Feb 28, 2019 · 1 comment

Owner

maiff commented Feb 28, 2019

注意编码器的运用
denoise and dimensionality reduction

编码器的种类

vanlla autoencoder
Multilayer autoencoder
Convolutional autoencoder
Regularized autoencoder

扁粉自编码器
前置知识混合高斯模型

需要看的知识

tutorial blog tutorial paper

maiff changed the title ~~编码器~~ 编码器——vae

Owner Author

maiff commented Jan 27, 2020

在变分自编码器的z上，为什么z可以直接从正态分布里采样？
因为loss决定的最后p(z)一定接近正态分布就可以采样了

然后只有训练的时候用到了重参数，因为虽然最后p(z)是接近与正态但是在训练的时候不是，训练的时候是每个x对应一个z，所以无法直接从pz采样，采用重参数。

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment