Update README.md (#26)

Author: MMathisLab

README.md

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+<div align="center">
+  
 <p align="center">
 <img src="https://images.squarespace-cdn.com/content/v1/57f6d51c9f74566f55ecf271/8555eac6-6af0-4538-bda4-c1a8a2c7bed8/amadeusgpt_logo.png?format=1500w" width="95%">
 </p>
 
-🪄 **We turn natural language descriptions of behaviors into machine-executable code.**
+[![Downloads](https://pepy.tech/badge/amadeusgpt)](https://pepy.tech/project/amadeusgpt)
+[![Downloads](https://pepy.tech/badge/amadeusgpt/month)](https://pepy.tech/project/amadeusgpt)
+[![PyPI version](https://badge.fury.io/py/amadeusgpt.svg)](https://badge.fury.io/py/amadeusgpt)
+[![GitHub stars](https://img.shields.io/github/stars/AdaptiveMotorControlLab/AmadeusGPT.svg?style=social&label=Star)](https://github.com/AdaptiveMotorControlLab/AmadeusGPT)
+
+## 🪄  We turn natural language descriptions of behaviors into machine-executable code.
+
+[🛠️ Installation](https://github.com/AdaptiveMotorControlLab/AmadeusGPT?tab=readme-ov-file#install--run-amadeusgpt) |
+[🌎 Home Page](http://www.mackenziemathislab.org/amadeusgpt) |
+[🚨 News](https://github.com/AdaptiveMotorControlLab/AmadeusGPT?tab=readme-ov-file#news) |
+[🪲 Reporting Issues](https://github.com/AdaptiveMotorControlLab/AmadeusGPT/issues) |
+[💬 Discussions!](https://github.com/AdaptiveMotorControlLab/AmadeusGPT/discussions)
+
+</div>
 
 - We use large language models (LLMs) to bridge natural language and behavior analysis.
-- This work is accepted to **NeuRIPS2023!** Read the paper, [AmadeusGPT: a natural language interface for interactive animal behavioral analysis](https://www.google.com/search?q=amadeusgpt+openreview&sca_esv=590699485&rlz=1C5CHFA_enCH1059CH1060&ei=K1N6ZaHdKvmrur8PosOOkAo&ved=0ahUKEwjhnta83I2DAxX5le4BHaKhA6IQ4dUDCBE&uact=5&oq=amadeusgpt+openreview&gs_lp=Egxnd3Mtd2l6LXNlcnAiFWFtYWRldXNncHQgb3BlbnJldmlldzIHECEYoAEYCjIHECEYoAEYCki2HVDfAliOHHACeACQAQGYAYMDoAHaGaoBCDEuMTEuMS40uAEDyAEA-AEBwgIFECEYqwLCAggQABiABBiiBMICCBAAGIkFGKIE4gMEGAEgQYgGAQ&sclient=gws-wiz-serp#:~:text=AmadeusGPT%3A%20a%20natural,net%20%E2%80%BA%20pdf)
+- This work is published at **NeuRIPS2023!** Read the paper, [AmadeusGPT: a natural language interface for interactive animal behavioral analysis](https://www.google.com/search?q=amadeusgpt+openreview&sca_esv=590699485&rlz=1C5CHFA_enCH1059CH1060&ei=K1N6ZaHdKvmrur8PosOOkAo&ved=0ahUKEwjhnta83I2DAxX5le4BHaKhA6IQ4dUDCBE&uact=5&oq=amadeusgpt+openreview&gs_lp=Egxnd3Mtd2l6LXNlcnAiFWFtYWRldXNncHQgb3BlbnJldmlldzIHECEYoAEYCjIHECEYoAEYCki2HVDfAliOHHACeACQAQGYAYMDoAHaGaoBCDEuMTEuMS40uAEDyAEA-AEBwgIFECEYqwLCAggQABiABBiiBMICCBAAGIkFGKIE4gMEGAEgQYgGAQ&sclient=gws-wiz-serp#:~:text=AmadeusGPT%3A%20a%20natural,net%20%E2%80%BA%20pdf) by by [Shaokai Ye](https://github.com/yeshaokai), [Jessy Lauer](https://github.com/jeylau), [Mu Zhou](https://github.com/zhoumu53), [Alexander Mathis](https://github.com/AlexEMG) & [Mackenzie W. Mathis](https://github.com/MMathisLab).
 - Like this project? Please consider giving us a star ⭐️!
 
 ## Install & Run AmadeusGPT🎻
@@ -15,10 +30,11 @@
 pip install 'amadeusgpt[streamlit]'
 ```
  - Please note that you need an [openAI API key](https://platform.openai.com/account/api-keys), which you can easily create [here](https://platform.openai.com/account/api-keys).
-- If you want the **Streamlit Demo on your computer**, you will also need demo files that are supplied in our repo (see below**), so please git clone the repo and navigate into the `AmadeusGPT` directory. Then in your conda env/terminal run  `pip install '.[streamlit]'`. Then, to launch the Demo App execute in the terminal:
+- If you want the **Streamlit Demo on your computer**, you will also need demo files that are supplied in our repo (see below**), so please git clone the repo and navigate into the `AmadeusGPT` directory. Then in your conda env/terminal run  `pip install 'amadeusgpt[streamlit]'` as described above. Then, to launch the Demo App execute in the terminal:
 ```python
 make app
 ```
+- You can use AmadeusGPT directly in python: iPython, Jupyter Notebooks, Google Colab, etc. For a quick start, see our `\examples` directory that hosts demo data and a Jupyter Notebook! Enjoy!
 
 ## Citation
 
@@ -47,7 +63,7 @@ make app
 ## License 
 
 AmadeusGPT is license under the Apache-2.0 license.
-  -  🚨 Please note several key dependencies have their own licensing. Please carefully check the license information for [DeepLabCut](https://github.com/DeepLabCut/DeepLabCut) (LGPL-3.0 license), [SAM](https://github.com/facebookresearch/segment-anything) (Apache-2.0 license), [CEBRA](https://github.com/AdaptiveMotorControlLab/CEBRA) (Non-Commercial), etc...
+  -  🚨 Please note several key dependencies have their own licensing. Please carefully check the license information for [DeepLabCut](https://github.com/DeepLabCut/DeepLabCut) (LGPL-3.0 license), [SAM](https://github.com/facebookresearch/segment-anything) (Apache-2.0 license), [CEBRA](https://github.com/AdaptiveMotorControlLab/CEBRA) (Non-Commercial), etc.
 
 
 ## News