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www.nicktasios.nl
| | jaketae.github.io
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| | In this short post, we will take a look at variational lower bound, also referred to as the evidence lower bound or ELBO for short. While I have referenced ELBO in a previous blog post on VAEs, the proofs and formulations presented in the post seems somewhat overly convoluted in retrospect. One might consider this a gentler, more refined recap on the topic. For the remainder of this post, I will use the terms "variational lower bound" and "ELBO" interchangeably to refer to the same concept. I was heavily inspired by Hugo Larochelle's excellent lecture on deep belief networks.
| | www.jeremymorgan.com
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| | Want to learn about PyTorch? Of course you do. This tutorial covers PyTorch basics, creating a simple neural network, and applying it to classify handwritten digits.
| | tiao.io
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| | An in-depth practical guide to variational encoders from a probabilistic perspective.
| | iamirmasoud.com
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| Amir Masoud Sefidian