Update README.md

README.md

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-# Feature Visualization Generator UI
-
-[![Python][Python-badge]][Python-url]
-[![Pytorch][Pytorch-badge]][Pytorch-url]
-
-A Feature Visualization (FV) generator UI. Utilizes the Gradio web framework in conjunction with the [Lucent](https://github.com/greentfrapp/lucent) (Pytorch [Lucid](https://github.com/tensorflow/lucid) framework. Aimed to help others through experiential learning, allowing them to explore different input parameters and settings and quickly see their effects.
-
-Concepts that are used in the FV generation process such as [Channel Decorrelation and Spatial Decorelation](https://distill.pub/2017/feature-visualization/#d-footnote-8:~:text=the%20training%20data.-,Preconditioning%20and%20Parameterization,-In%20the%20previous) are discussed in the Google Brain Feature Visualization article ([Olah, et al.](https://distill.pub/2017/feature-visualization/))
-
-Tested layers are Conv2D (Convolutional Layer) and Linear layers. Feel free to experiment, I can not guarantee that they will optimize correctly.
-
-<!-- TABLE OF CONTENTS -->
-<details>
-  <summary>Table of Contents</summary>
-  <ol>
-    <li>
-      <a href="#about-the-code">About The Code</a>
-    </li>
-    <li>
-      <a href="#getting-started">Getting Started</a>
-      <ul>
-        <li><a href="#prerequisites">Prerequisites</a></li>
-        <li><a href="#installation">Installation</a></li>
-      </ul>
-    </li>
-    <li>
-      <a href="#usage">Usage</a>
-      <ul>
-        <li><a href="#html-launch">HTML launch</a></li>
-      </ul>
-    </li>
-  </ol>
-</details>
-
-### Try it out here! --> --Insert huggingface space here--
-
-![image](https://github.com/baxtrax/Model-Visualizer/assets/34373485/5c358087-00bb-4bb6-a699-123999ceb367)
-
-<!-- Improved compatibility of back to top link: See: https://github.com/othneildrew/Best-README-Template/pull/73 -->
-<a name="readme-top"></a>
-
-<!-- ABOUT THE CODE-->
-## About The Code
-
-The javascript code that runs this website is broken into specific modules to help with readiblity. 
-
-* [canvas.js](scripts/canvas.js)
-  * Drawing the lines connecting each button
-  * Updating the canvas
-  * Button creation / tree traversal
-  * Button navigation
-  * Button attractions
-* [interactions.js](scripts/interactions.js)
-  * Model input
-  * Model input interaction
-  * Orchastraction of the creation and visualization of the new model
-* [modelparser.js](scripts/modelparser.js)
-  * Parses pytorch print model input string into a tree data structure (Via. regex)
-  * Cleaning up string input
-* [tree.js](scripts/tree.js)
-  * Tree data structure used to store the model and navigate through
-
-> All javascript files are located in the [scripts](scripts) folder.
-
-<p align="right">(<a href="#readme-top">back to top</a>)</p>
-
-<!-- GETTING STARTED -->
-## Getting Started
-To get a local copy up and running follow these simple steps.
-
-### Prerequisites
-
-Make sure to have these setup/installed at a minimum
-* A modern browser that supports javascript
-
-(Optional)
-* A printed pytorch model output to test with
-  * This can be achieved by loading up a pytorch model and printing the model with
-  ```python
-  print(<model variable here>)
-  ```
-    * I will not be going into detail on how to do this as it is out of the scope of this repo.
-
-### Installation
-
-1. Clone the repo
-   ```sh
-   git clone git@github.com:baxtrax/Model-Visualizer.git
-   ```
-<p align="right">(<a href="#readme-top">back to top</a>)</p>
-
-<!-- USAGE EXAMPLES -->
-## Usage
-### HTML launch
-Open the [index.html](index.html) file with a browser or deploy the website with a website deployment software.
-
-I personally used the VScode extension `Live Server` for local development.
-
-<p align="right">(<a href="#readme-top">back to top</a>)</p>
-
-
-<!-- MARKDOWN LINKS & IMAGES -->
-<!-- https://www.markdownguide.org/basic-syntax/#reference-style-links -->
-[Python-badge]: https://img.shields.io/badge/Python-3776AB.svg?style=for-the-badge&logo=python&logoColor=FFD343
-[Python-url]: https://www.python.org/
-[Pytorch-badge]: https://img.shields.io/badge/Pytorch-EE4C2C.svg?style=for-the-badge&logo=pytorch&logoColor=white
-[Pytorch-url]: https://pytorch.org/
-
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