Bipin's Bubble

Kalman Variational Auto-Encoders

arxiv link to paper: https://arxiv.org/abs/1710.05741 This paper is another paper that deals with modelling dynamic systems. Realated earlier post on Deep Variational Bayes Filters along with state space posts on Deep Kalman Filters and VRNN. This is a paper summary and notes written by me during reading this paper. I claim no rights to any i... Read more

Deep Variational Bayes Filters

arxiv link to paper: https://arxiv.org/abs/1605.06432 This paper is another paper that deals with modelling dynamic systems. Realated earlier post on Variational RNN and Deep Kalman Filters. This is a paper summary and notes written by me during reading this paper. I claim no rights to any intellectual property in this post. I am sharing this ... Read more

Deep Kalman Filters

This is another paper in state estimation of Dynamic system. An earlier post on Variational RNN is a related approach to solve this issue. This is a paper summary and notes written by me during reading this paper. I claim no rights to any intellectual property in this post. I am sharing this mostly for personal purposes and just in case someone... Read more

Variational RNN

This is a paper summary and notes written by me during reading this paper. I claim no rights to any intellectual property in this post. I am sharing this mostly for personal purposes and just in case someone might find my personal notes helpful Introduction This post is based on the paper: A Recurrent Latent Variable Model for Sequential Data ... Read more

Variational Inference

This is a lecture/paper note series where I publish my personal notes from when I read couple of disparate things and try to make sense of it and store for letter. The idea behind having it in open publication is to allow other people to also have access to my personal notes, with the hope that it may help at least one another person. Introduct... Read more