update readme

README.md

@@ -73,8 +73,7 @@ When the app starts, open the local URL printed in your terminal (usually http:/
 
 Model artifacts and vectorizers are loaded from `data/models/` and `data/vectorizers/`. If the vectorizer or model files are missing, the app will show an error message pointing to the expected files.
 
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-## Reproducibility & Notebooks
+Reproducibility & Notebooks:   
 The `notebooks/` directory contains step-by-step analysis and model training notebooks. Key notebooks:
 - `01_data_acquisition.ipynb` — dataset loading and brief description
 - `02_eda.ipynb` — exploratory data analysis
@@ -96,9 +95,6 @@ Contributions are welcome! If you'd like to improve this project, please follow
 
 Please include reproducible steps and, if applicable, updated notebooks or scripts to regenerate models.
 
-## License
-This project is provided under the MIT license. See the `LICENSE` file for details.
-
 ## Author
 Elsayed Elmandoh - NLP Engineer  
 * Connect on LinkedIn & X [Linktree](https://linktr.ee/elsayedelmandoh)