2017-11-15 16:05:29 +08:00
2017-11-15 16:05:29 +08:00
2017-11-15 16:05:29 +08:00
2017-11-15 16:05:29 +08:00
2017-11-15 16:05:29 +08:00

This project generates animations of pytorch optimizers solving toy problems. Examples Below.

Some nice animations were posted a few years ago by Alex Radford but didn't include Adam or landscapes with noise. Louis Tiao blogged about how to make the visulisations. The pytorch unit tests show how to run the optimizers on a test function. I pulled these together and shared the result at https://github.com/wassname/visualizing_torch_optim. Please make some better animations than I did and share them.

Examples

Usage:

  • git clone https://github.com/wassname/visualizing_torch_optim
  • jupyter notebook
  • open main.ipynb
  • install any missing dependencies with pip
S
Description
Videos of deep learning optimizers moving on 3D problem-landscapes
Readme 22 MiB
Languages
Jupyter Notebook 100%