Welcome to the cutting-edge world of Geometric Knowledge Representation! This project pushes the boundaries of how we visualize and interact with complex knowledge structures, transforming abstract concepts into navigable 3D spaces.

• 3D Knowledge Graphs: Witness your ideas come to life in three-dimensional space!
• Multi-Manifold Projections: Explore your knowledge on spheres, toroids, and even in hyperbolic space!
• Interactive Dashboard: Dive deep into your data with our intuitive, real-time interface.
• Adaptive Atlases: Discover hidden connections with our innovative atlas generation system.
• GNN Integration: Harness the power of Graph Neural Networks for advanced knowledge processing.

1. Euclidean Space: The classic 3D representation.
2. Spherical Projection: Wrap your knowledge around a sphere!
3. Toroidal Projection: Explore cyclic relationships in donut-shaped space.
4. Hyperbolic Projection: Dive into the infinite depths of hyperbolic geometry.

• Cognitive Science
• Data Visualization
• Knowledge Management
• Artificial Intelligence
• Complex Systems Analysis

1. Clone this repository:

   git clone https://github.com/yourusername/geometric-knowledge-representation.git
   

2. Install dependencies:

   pip install -r requirements.txt
   

3. Run the dashboard:

   python dashboard.py
   

4. Upload your mind map and watch the magic happen!

A mesmerizing view of knowledge in hyperbolic space

We welcome contributions! Whether you're fixing bugs, adding new features, or improving documentation, your help is appreciated. Check out our CONTRIBUTING.md for guidelines.

This project is licensed under the MIT License - see the LICENSE.md file for details.

• Inspired by the work of [Notable Researcher] in the field of [Relevant Field]
• Built with love and caffeine by [Your Name/Team]

Ready to revolutionize how you visualize knowledge? Dive in and let's explore the geometry of ideas together! 🚀🧠