Create README.md

README.md

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+---
+license: mit
+language:
+- en
+metrics:
+- accuracy 97%
+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)
+
+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)
+- [Installation](#installation)
+- [Usage](#usage)
+- [Support Me](#support-me)
+- [License](#license)
+
+## Project Structure
+```plaintext
+Last_Name_Prediction/
+├── .gitattributes
+├── README.md
+├── config.json
+├── model.safetensors
+├── requirements.txt
+├── special_tokens_map.json
+├── tokenizer.json
+├── tokenizer_config.json
+└── vocab.txt
+```
+
+## Installation
+1. **Clone the Repository:**
+```bash
+git clone https://github.com/Vishodi/First-Name-Classification.git
+```
+
+2. **Set Up the Environment:**
+   Install the required packages using pip:
+```bash
+pip install -r requirements.txt
+```
+
+## Usage
+```python
+from transformers import pipeline
+
+# Replace with your model repository
+model_dir = "vishodi/First-Name-Classification"
+
+# Load the model pipeline with authentication
+classifier = pipeline(
+    "text-classification",
+    model=model_dir,
+    tokenizer=model_dir,
+)
+
+# Test the model
+test_names = ["Mark", "vcbcvb", "uhyhu", "elon"]
+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}")
+```
+
+**Output:**
+```
+Name: Mark => Prediction: LABEL_1, Score: 0.9994
+Name: vcbcvb => Prediction: LABEL_0, Score: 0.9985
+Name: uhyhu => Prediction: LABEL_0, Score: 0.9982
+Name: elon => Prediction: LABEL_1, Score: 0.9987
+```
+
+## Support Us
+[![Support Us](https://img.shields.io/badge/Support-Us-brightgreen)](https://nowpayments.io/donation/Vishodi)
+
+## License
+This project is licensed under the MIT License.