Update README.md

README.md

@@ -46,67 +46,6 @@ if __name__ == "__main__":
     predict()
 ```
 
-## ✅ Install requirements
-
-Install required dependencies
-
-```sh
-pip install --upgrade pip
-pip install -r requirements.txt
-```
-
-## ✅ Add BERT virtual env
-
-write the command below
-
-```sh
-# ✅ Create and activate a virtual environment
-python -m venv bert-env
-source bert-env/bin/activate    # On Windows use: bert-env\Scripts\activate
-```
-
-## ✅ Install CUDA
-
-Check if your GPU supports CUDA:
-
-```sh
-nvidia-smi
-```
-
-Then:
-
-```sh
-pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu121
-PYTORCH_CUDA_ALLOC_CONF=expandable_segments:False
-```
-
-## 🔧 How to use
-
-- Check your device and CUDA availability:
-
-```sh
-python check_device.py
-```
-
-> :warning: Using CPU is not advisable, prefer check your CUDA availability.
-
-- Train the model:
-
-```sh
-python scripts/train.py
-```
-
-> :warning: Remove unneeded checkpoint in models/pretrained to save your storage after training
-
-- Run prediction:
-
-```sh
-python scripts/predict.py
-```
-
-✅ Dataset Location: [`data/spam.csv`](./data/spam.csv), modify the dataset to enhance the model based on your needs.
-
-
 ## 📚 Citations
 
 If you use this repository or its ideas, please cite the following:
@@ -124,13 +63,3 @@ See [`citations.bib`](./citations.bib) for full BibTeX entries.
 - Logging silencing inspired by Hugging Face GitHub discussions
 - Dataset from [UCI SMS Spam Collection](https://www.kaggle.com/datasets/uciml/sms-spam-collection-dataset)
 - Inspiration from [Kaggle Notebook by Suyash Khare](https://www.kaggle.com/code/suyashkhare/naive-bayes)
-
-## License and Usage
-
-License under [MIT license](./LICENSE).
-
----
-
-Leave a ⭐ if you think this project is helpful, contributions are welcome.
-
----