AI Analytics Dashboard
Web App
Next.js
TypeScript
Tailwind CSS
Recharts
A comprehensive dashboard for visualizing AI model performance metrics in real-time.
Overview
This project is a real-time analytics dashboard designed to monitor the performance of various AI models. It provides visual insights into accuracy, latency, and resource usage.
Key Features
- Real-time Data Visualization: Uses WebSockets to update charts instantly.
- Customizable Widgets: Users can rearrange and resize dashboard widgets.
- Dark/Light Mode Support: Fully responsive design with theme switching.
Tech Stack
- Frontend: Next.js 14, React, Tailwind CSS
- Charts: Recharts
- State Management: Zustand
- Backend: Node.js, Socket.io
Challenges & Solutions
One of the main challenges was handling the high frequency of data updates without causing UI lag. I implemented a throttling mechanism and used React's useMemo to optimize re-renders.
Conclusion
The dashboard has significantly improved the monitoring workflow for the data science team, reducing the time to identify anomalies by 40%.