Update README.md

README.md

@@ -57,17 +57,18 @@ This dataset was curated from the PDSP Ki Database to support training machine l
 - A Random Forest Regressor was trained using scikit-learn.
 - The model was evaluated on a held-out 20% test set.
 
-### 📈 Model Performance
+### Model Performance
 
-- **R² Score**: `your_R2_here`
-- **RMSE**: `your_RMSE_here` nM
+- **R² Score**: 0.257
+- **RMSE**: 4193.72 nM
 
-## Source
+## 📚 Citation & Source
 
-- PDSP Ki Database: https://pdsp.unc.edu/databases/kidb.php
+- **Source**: [PDSP Ki Database](https://pdsp.unc.edu/databases/kidb.php)
+- If reusing this dataset, please cite the PDSP Database appropriately.
 
-## Project by 
+## 👩‍💻 Author
 
-Sara Hantgan  
+**Sara Hantgan**  
 University of Michigan | BIOINF 595 Final Project  
-Winter 2025
+Winter 2025