Giter Site home page Giter Site logo

activatedgeek / svgd Goto Github PK

View Code? Open in Web Editor NEW
39.0 4.0 4.0 3.39 MB

PyTorch implementation of Stein Variational Gradient Descent

Home Page: https://sanyamkapoor.com/kb/the-stein-gradient

Jupyter Notebook 99.98% Python 0.02%
bayesian stein-variational-gradient-decent bayesian-inference kernel-methods non-parametric-inference

svgd's Introduction

svgd's People

Contributors

activatedgeek avatar

Stargazers

 avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar

Watchers

 avatar  avatar  avatar  avatar

svgd's Issues

AttributeError: no attribute 'precision_matrix'

Hi

I just visited your blog and GitHub. It's quite interesting and helpful to me. But somehow when I ran your notebook, I ran into this error. Do you know why? anything missing? (I used the colab and local machine.)

AttributeError: type object 'MoG2' has no attribute 'precision_matrix'

Thanks

Bug in SVGD.phi()?

Hi,

I was reading your code, svgd/Stein.ipynb notebook in particular. I've noticed that in SVGD.phi() function, you have grad_K = -autograd.grad(K_XX.sum(), X)[0]. Is this correct? In my understanding, phi() is supposed to compute the equation right above and there is no minus sign there. Could you take a look?

Thanks,
Cagatay.

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.