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sdk: docker | |
colorFrom: red | |
# CausalBox: A Causal Inference Toolkit | |
This Hugging Face Space hosts the CausalBox application, a comprehensive toolkit for causal inference. | |
It features: | |
- Data Preprocessing | |
- Causal Graph Discovery (PC Algorithm, etc.) | |
- Interactive Causal Graph Visualization | |
- Do-Calculus Engine for Interventions | |
- Treatment Effect Estimation (ATE, CATE) | |
## How to use: | |
1. Upload your CSV dataset or use the provided sample data. | |
2. Discover the causal graph from your data. | |
3. Visualize the learned causal structure. | |
4. Experiment with interventions using the Do-Calculus engine. | |
5. Estimate treatment effects for key variables. | |
## Technical Details: | |
- **Frontend:** Streamlit | |
- **Backend:** Flask API for causal inference computations | |
- **Deployment:** Docker on Hugging Face Spaces with Nginx as a reverse proxy. | |
For more details, check out the source code in the repository. |