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Demo for ReduNet

This repository is the official demo of the paper Deep Networks from the Principle of Rate Reduction by Kwan Ho Ryan Chan* (UC Berkeley), Yaodong Yu* (UC Berkeley), Chong You* (Google), Haozhi Qi (UC Berkeley), John Wright (Columbia), and Yi Ma (UC Berkeley).

Required Packages

To install the required packages, run

conda create --name redunet --file requirements.txt

Running our Examples

Example files are located in gaussian3d.ipynb. To run this:

Method 1: Local

You may clone this repo on your local machine by running

git clone https://github.com/ryanchankh/redunet_demo

and run jupyter notebook.

Method 2: Google Collab

You may click on the gaussian3d.ipynb link (or click here), and click on Open in Collab icon.

Or click here to directly open the notebook in Google Collab. Note that you will need to sign in to your Google account to run.

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