Update README.md

README.md

@@ -8,24 +8,20 @@ base_model:
 - distilbert/distilbert-base-uncased
 pipeline_tag: text-classification
 ---
+# Last Name Classification Model
+[![Support](https://img.shields.io/badge/Support-Us-brightgreen)](https://nowpayments.io/donation/Vishodi)
 
-# <h2>Last Name Classification Model</h2>
-[![Support](https://img.shields.io/badge/Support-Me-brightgreen)](https://www.example.com/donate?crypto=YOUR_CRYPTO_ID)
+A Transformer-based classifier that checks if a provided last name is likely to be **real** (LABEL_1) or **fake** (LABEL_0). This can be helpful in validating contact form submissions, preventing bot entries, or for general name classification tasks.
 
-A  Transformer-based classifier that checks if a provided last name is likely to be **real** (LABEL_1) or **fake** (LABEL_0). This can be helpful in validating contact form submissions, preventing bot entries, or for general name classification tasks.
-
----
 ## Table of Contents
-
-- [Project Structure](#project_structure)
+- [Project Structure](#project-structure)
 - [Installation](#installation)
 - [Usage](#usage)
 - [Support Me](#support-me)
 - [License](#license)
 
 ## Project Structure
-
-```
+```plaintext
 Last_Name_Prediction/
 ├── .gitattributes
 ├── README.md
@@ -36,72 +32,54 @@ Last_Name_Prediction/
 ├── tokenizer.json
 ├── tokenizer_config.json
 └── vocab.txt
-
 ```
----
 
 ## Installation
-
 1. **Clone the Repository:**
-
-   ```bash
-   git clone https://github.com/your_username/name-validation-ai.git
-   cd name-validation-ai
-   ```
+```bash
+git clone https://github.com/Vishodi/Last-Name-Classification.git
+```
 
 2. **Set Up the Environment:**
-
    Install the required packages using pip:
-
-   ```bash
-   pip install -r requirements.txt
-   ```
----
+```bash
+pip install -r requirements.txt
+```
 
 ## Usage
-Python
 ```python
 from transformers import pipeline
 
-# Replace with your model directory or Hugging Face model hub link
-model_dir = "/kaggle/input/name-dataset/transformers_name_classifier_safetensors"
+# Replace with your model repository
+model_dir = "vishodi/Last-Name-Classification"
 
-# Load the model pipeline
+# Load the model pipeline with authentication
 classifier = pipeline(
     "text-classification",
     model=model_dir,
     tokenizer=model_dir,
-    framework="pt"
 )
 
 # Test the model
-test_names = ["musk", "zzzzzz", "uhyhu", "trump"]
+test_names = ["kiara", "zzzzzz", "uhyhu", "trump"]
 for name in test_names:
     result = classifier(name)
     label = result[0]['label']
     score = result[0]['score']
     print(f"Name: {name} => Prediction: {label}, Score: {score:.4f}")
 ```
-```bash
+
+**Output:**
+```
 Name: musk   => Prediction: LABEL_1, Score: 0.9167
 Name: zzzzzz => Prediction: LABEL_0, Score: 0.9991
 Name: uhyhu  => Prediction: LABEL_0, Score: 0.9944
 Name: trump  => Prediction: LABEL_1, Score: 0.9998
 ```
-## Support Me
 
+## Support Me
 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>
-
----
+[![Support Me](https://img.shields.io/badge/Support-Us-brightgreen)](https://nowpayments.io/donation/Vishodi)
 
 ## License
-
-This project is licensed under the MIT License. See the [LICENSE](LICENSE) file for details.
-
----
-
-*Contributions, issues, and feature requests are welcome! Feel free to fork the repository and open a pull request.*
-```
+This project is licensed under the MIT License. See the LICENSE file for details.