Project: Model Comparison Dashboard
Description
In this project, you will develop a dashboard to evaluate and visualize the performance of different AI models. This project will help you understand how to compare model performance and present insights in a user-friendly manner.Project Prompt
- Develop a dashboard that allows users to upload model predictions and ground truth data.
- Implement features to compute and visualize performance metrics.
- Provide visualizations such as confusion matrices, ROC curves, and precision-recall curves.
- Create a user-friendly interface for uploading data and viewing results.
Getting Started
- Choose a suitable web framework for building the dashboard (e.g., Dash, Streamlit).
- Implement backend logic to compute performance metrics for different models.
- Develop the frontend interface for data upload and visualization.
- Integrate visualization libraries (e.g., Plotly, Matplotlib) to create insightful charts.
- Test the dashboard with various datasets to ensure accuracy and usability.