adhit-r/fairmind
Basic ML: Data Visualization & Analytics Dashboard
Ouverte
#65 ouverte le 27 août 2025
ai/mlenhancementgood first issuehelp wantedui/ux
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Description
📈 Basic ML: Data Visualization & Analytics Dashboard
Assigned to: @27804balaji
Objective
Create data visualization and analytics dashboard for FairMind's ML pipeline.
Tasks
1. Data Visualization
- Implement data distribution plots
- Create correlation analysis visualizations
- Add feature importance visualizations
- Implement model performance charts
- Create bias analysis visualizations
2. Analytics Dashboard
- Create interactive dashboard components
- Add real-time data visualization
- Implement filtering and sorting
- Create export functionality
- Add dashboard customization
3. ML Metrics Visualization
- Implement model performance metrics
- Create bias detection visualizations
- Add fairness metrics charts
- Implement explainability visualizations
- Create comparison charts
4. Integration with FairMind
- Integrate with existing dashboard
- Add new visualization components
- Create responsive design
- Implement real-time updates
Technical Requirements
- Python, Matplotlib, Seaborn, Plotly
- Basic understanding of data visualization
- Experience with dashboard development
Success Criteria
- 10+ visualization components created
- Interactive dashboard functional
- Real-time updates working
- Integration with FairMind complete
Learning Opportunities
- Learn advanced data visualization
- Understand dashboard development
- Practice with real-time data
- Gain experience with ML metrics
🏷️ Labels
good first issue, enhancement, ai/ml, ui/ux