https://github.com/msurtsukov/neural-ode

Jupyter notebook with Pytorch implementation of Neural Ordinary Differential Equations
https://github.com/msurtsukov/neural-ode

jupyter-notebook neural-ode pytorch vae

Last synced: about 2 months ago
JSON representation

Jupyter notebook with Pytorch implementation of Neural Ordinary Differential Equations

• Host: GitHub
• URL: https://github.com/msurtsukov/neural-ode
• Owner: msurtsukov
• Created: 2019-01-23T22:52:57.000Z (almost 6 years ago)
• Default Branch: master
• Last Pushed: 2024-02-27T17:43:19.000Z (10 months ago)
• Last Synced: 2024-08-01T13:25:57.605Z (5 months ago)
• Topics: jupyter-notebook, neural-ode, pytorch, vae
• Language: Jupyter Notebook
• Homepage:
• Size: 2.17 MB
• Stars: 658
• Watchers: 13
• Forks: 119
• Open Issues: 3
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

• awesome-list - Neural ODEs - Jupyter notebook with Pytorch implementation of Neural Ordinary Differential Equations. (Linear Algebra / Statistics Toolkit / Others)

README

        
# Neural ODEs

[Notebook](https://nbviewer.jupyter.org/github/urtrial/neural_ode/blob/master/Neural%20ODEs.ipynb) here collects theory, basic implementation and some experiments of [*Neural Ordinary Differential Equations*](https://arxiv.org/abs/1806.07366) [1].

[Link to the blog post](https://msurtsukov.github.io/Neural-ODE/)  

[Link to the blog post (Russian)](https://habr.com/ru/company/ods/blog/442002/)

**For actual usage consider using authors [original implementation](https://github.com/rtqichen/torchdiffeq)**

![dyn_func](assets/linear_learning.gif)

![homotopy](assets/spirals_homotopy.png)

# References

[[1]](https://arxiv.org/abs/1806.07366) Ricky T. Q. Chen, Yulia Rubanova, Jesse Bettencourt, David Duvenaud. "Neural Ordinary Differential Equations." Advances in Neural Processing Information Systems. 2018.