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.
- 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.
- 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.
- Via ChatGPT: Login to ChatGPT and search for SimpleGPT-BO from the Explore GPTs section.
- Direct Access: You can also access SimpleGPT-BO directly through SimpleGPT-BO's URL.
- 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.
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.
- Update Knowledge Pool: Help improve and update the knowledge pool to ensure the information about Bayesian Optimization (BO) is recent and valid. This involves reviewing the current content, providing updates, and ensuring that the guidance reflects the latest advancements and best practices in the field.
Other areas for contributions include improving the documentation, reporting bugs, and suggesting new features.
SimpleGPT-BO is made available under the MIT License. See the LICENSE file in the project repository for full license text.
We are excited to see how SimpleGPT-BO evolves with your support and contributions. Let's democratize Bayesian Optimization together!