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Gradient-Descent-The-Ultimate-Optimizer/README.md

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+# Gradient Descent: The Ultimate Optimizer
+
+[![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/ambv/black)
+
+| ⚠️ WARNING: THIS IS NOT MY WORK ⚠️ |
+| --- |
+
+This repository contains the paper and code to the paper [Gradient Descent:
+The Ultimate Optimizer](https://arxiv.org/abs/1909.13371).
+
+I couldn't find the code (which is found in the appendix at the end of the
+paper) anywhere on the web. What I present here is the code of the paper with
+instructions on how to set it up.
+
+Getting the code in a runnable state required some fixes on my part so the
+code might be slightly different than that presented in the paper.
+
+## Set up 
+
+```sh
+git clone https://github.com/Rainymood/Gradient-Descent-The-Ultimate-Optimizer 
+cd Gradient-Descent-The-Ultimate-Optimizer
+virtualenv -p python3 venv
+source venv/bin/activate
+pip install -r requirements.txt
+python main.py
+```
+
+When you are done you can exit the virtualenv with 
+
+```shell
+deactivate
+```