modify the README.md

README.md

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-[![Open in Codespaces](https://classroom.github.com/assets/launch-codespace-7f7980b617ed060a017424585567c406b6ee15c891e84e1186181d67ecf80aa0.svg)](https://classroom.github.com/open-in-codespaces?assignment_repo_id=14501082)
-# <Your Project Name>
+[![Open in Codespaces](https://classroom.github.com/assets/launch-codespace-7f7980b617ed060a017424585567c406b6ee15c891e84e1186181d67ecf80aa0.svg)](https://classroom.github.com/open-in-codespaces?assignment_repo_id=14501082)
 
-<Short description of your project>
+<p align="center">
+  <img src="images/logo.png" alt="SimpleGPT-BO Logo" width="200" height="200">
+</p>
 
-## Overview
+# SimpleGPT-BO
 
-<Long description of your project>
+SimpleGPT-BO is an intuitive tool designed to democratize the power of ChatGPT-driven Bayesian Optimization, making it accessible and straightforward for both beginners and experienced users alike. By leveraging the MyGPT platform provided by ChatGPT, SimpleGPT-BO offers generated instructions and codes, allowing users to experience Bayesian Optimization (BO) under ChatGPT with minimal hassle.
 
-## Setup command
+## Features
 
-See `postCreateCommand` from [`devcontainer.json`](.devcontainer/devcontainer.json).
+- **Guided Bayesian Optimization**: Step-by-step guidance to perform Bayesian optimizations with the support of a Language Learning Model (LLM).
+- **Multiple Acquisition Functions**: Includes four acquisition functions (PI, EI, UCB, TPE) to cater to different optimization needs.
+- **Multi-objective Optimization**: Supports multi-objective optimizations through the weighted single objective transformation for comprehensive analysis and results.
 
-## Run command
-`pytest`
+## Advantages
 
-## Notes
-- pip's install path is not included in the PATH var by default, so without installing via `sudo -H`, pytest would be unaccessible.
+- **No Installation Required**: Use directly within ChatGPT without the need for any installations, making it accessible from any language environment.
+- **Low Effort**: All instructions and codes are generated, significantly reducing the effort required for implementations.
+- **Accessibility**: Can be used from anywhere, providing a seamless experience for users worldwide.
+- **Innovative Integration**: Takes advantage of ChatGPT's capabilities for an enhanced Bayesian optimization process.
+
+## Usage
+
+1. **Via ChatGPT**: Login to ChatGPT and search for SimpleGPT-BO from the Explore GPTs section.
+2. **Direct Access**: You can also access SimpleGPT-BO directly through [SimpleGPT-BO's URL](https://chat.openai.com/g/g-3pVerd4XF-simplegpt-bo).
+
+## Limitations
+
+- **Simple Optimizations**: Primarily designed for simple optimization tasks using basic acquisition functions.
+- Additional limitations include a potential lack of depth in complex scenario analysis and a reliance on the quality of the generated instructions.
+
+## Contributions
+
+We welcome contributions from the community to make SimpleGPT-BO even better. Here are a few areas where you can help:
+
+- **Extend Applications**: Contribute to extending the tool's capabilities to include access to more sophisticated BO tools through APIs.
+- **Improve Instructions**: Enhance the quality and clarity of the generated instructions for better user interaction.
+- **Personalize User Experience**: Work on improving the tool's personalization features to cater to user-specific needs and preferences.
+
+Other areas for contributions include improving the documentation, reporting bugs, and suggesting new features.
+
+---
+
+We are excited to see how SimpleGPT-BO evolves with your support and contributions. Let's democratize Bayesian Optimization together!