Update README.md

README.md

@@ -9,8 +9,6 @@ base_model:
 pipeline_tag: text-classification
 ---
 
-Below is an example of a beautifully formatted, detailed README file in Markdown. Replace the placeholder values (such as `"YOUR_CRYPTO_ID"`, repository links, etc.) with your actual details.
-
 # Name Validation AI
 
 [![Support](https://img.shields.io/badge/Support-Me-brightgreen)](https://www.example.com/donate?crypto=YOUR_CRYPTO_ID)
@@ -49,20 +47,6 @@ The goal of this project is to determine if a given first name is "real" (from a
 - **Deployment:** Code for a Flask API for real-time inference.
 - **Model Hosting:** Support for pushing the model (in `.safetensors` format) to a private Hugging Face repository, ensuring seamless CPU/GPU usage.
 
----
-
-## Features
-
-- **Dual Modeling Approaches:** Reinforcement Learning & Transformer-based classification.
-- **Custom Gym Environment:** Simulates name validation using RL.
-- **Transformer Fine-tuning:** State-of-the-art NLP model for accurate classification.
-- **Visualization:** Confusion matrix plots for performance evaluation.
-- **Flask API:** A simple REST API for real-time inference.
-- **Hugging Face Integration:** Push and load models in `.safetensors` format with ease.
-- **Crypto Donations:** Support the project with crypto donations!
-
----
-
 ## Installation
 
 1. **Clone the Repository:**
@@ -114,32 +98,29 @@ The goal of this project is to determine if a given first name is "real" (from a
 - **Flask API:**  
   Deploy a Flask API to accept a first name as input and return a prediction (real or fake) in real time.
 
-### Push to Hugging Face
-
-The project includes code to push the trained model (saved in `.safetensors` format) to a private Hugging Face repository using the HTTP-based methods. This ensures that the model can be easily loaded on CPU (or GPU) for inference.
-
 ---
 
 ## Project Structure
 
 ```
-name-validation-ai/
+Last_Name_Prediction/
+├── .gitattributes
 ├── README.md
+├── config.json
+├── model.safetensors
 ├── requirements.txt
-├── training_rl.ipynb          # RL training code block for Gym + PPO
-├── training_transformer.ipynb # Transformer-based training code block
-├── testing_transformer.ipynb  # Testing code block with confusion matrix visualization
-├── flask_api.ipynb            # Flask API code block for real-time inference
-└── push_to_hf.ipynb           # Code block for pushing the model to Hugging Face repository
+├── special_tokens_map.json
+├── tokenizer.json
+├── tokenizer_config.json
+└── vocab.txt
+
 ```
 
 ---
 
 ## Support Me
 
-If you find this project helpful and would like to support my work, please consider donating using crypto.  
-Click the button below and replace `YOUR_CRYPTO_ID` with your actual crypto donation link:
-
+If you find this project helpful and would like to support my work, please consider donating using crypto.
 <a href="https://www.example.com/donate?crypto=YOUR_CRYPTO_ID" target="_blank">
   <img src="https://img.shields.io/badge/Support-Me-brightgreen" alt="Support Me">
 </a>
@@ -153,6 +134,4 @@ This project is licensed under the MIT License. See the [LICENSE](LICENSE) file
 ---
 
 *Contributions, issues, and feature requests are welcome! Feel free to fork the repository and open a pull request.*
-```
-
-Simply save the above text as `README.md` in your project directory. Adjust the links, crypto donation URL, and other details as needed. Enjoy building and sharing your project!
+```