https://github.com/kunalparkhade/service-desk-ticket-classification
Service Desk Ticket Classifier is an intelligent system that uses a Convolutional Neural Network (CNN) to classify service desk tickets into predefined categories and automatically route them to the appropriate departments via email. This streamlines customer service processes, improves response time, and enhances operational efficiency.
https://github.com/kunalparkhade/service-desk-ticket-classification
anaconda classification classification-algorithm classification-models machine-learning python real-time streamlit
Last synced: about 1 month ago
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Service Desk Ticket Classifier is an intelligent system that uses a Convolutional Neural Network (CNN) to classify service desk tickets into predefined categories and automatically route them to the appropriate departments via email. This streamlines customer service processes, improves response time, and enhances operational efficiency.
- Host: GitHub
- URL: https://github.com/kunalparkhade/service-desk-ticket-classification
- Owner: KunalParkhade
- License: mit
- Created: 2025-01-11T13:36:09.000Z (over 1 year ago)
- Default Branch: main
- Last Pushed: 2025-01-11T16:48:38.000Z (over 1 year ago)
- Last Synced: 2025-03-01T22:28:29.878Z (over 1 year ago)
- Topics: anaconda, classification, classification-algorithm, classification-models, machine-learning, python, real-time, streamlit
- Language: Python
- Homepage: https://service-desk-ticket-classification.streamlit.app/
- Size: 5.2 MB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
# 🛠️Service Desk Ticket Classifier
The **Service Desk Ticket Classifier** is an intelligent system that uses a **Convolutional Neural Network (CNN)** to classify service desk tickets into predefined categories and automatically route them to the appropriate departments via email. This streamlines customer service processes, improves response time, and enhances operational efficiency.
## Features 🌟
- **Ticket Classification**: 🏷️Categorizes service desk tickets into predefined categories such as Technical Issues, Account Issues, Billing & Payments, General Inquiries, and Service Requests.
- **Automatic Email Routing**: 📧Routes tickets to the concerned department emails automatically.
- **Interactive User Interface**: 👩‍💻Provides a user-friendly interface built with Streamlit, featuring multiple tabs for seamless navigation.
- **Customizable Categories**: 🔧Easily modify categories to suit your organization’s needs.
## Project Structure đź“‚
```plaintext
service-desk-ticket-classification/
├── app.py # Main application file (Streamlit UI)
├── model.py # CNN model definition
├── data/
│ ├── words.json # Word-to-index mapping
│ ├── text.json
│ ├── labels.npy # Predefined ticket labels
│ ├── testing.jpg # Banner image for UI
├── saved_models/
│ └── model.pth # Trained model weights
├── requirements.txt # Python dependencies
├── train.py
├── .gitignore
├── README.md # Project documentation
```
## Installation 🚀
1. Clone the repository:
```bash
git clone https://github.com/KunalParkhade/service-desk-ticket-classification.git
cd service-desk-ticket-classifier
```
2. Install the required dependencies:
```bash
pip install -r requirements.txt
```
3. Download the pretrained model weights and place them in the `saved_models/` directory.
4. Run the application:
```bash
streamlit run app2.py
```
## How to Use đź“ť
### 1. Ticket Classification 🎟️
- Navigate to the **Home** tab.
- Enter the ticket description in the text area.
- Click on the "Classify Ticket" button to get the predicted category.
### 2. Email Routing 📤
- Ensure email configurations (SMTP server, credentials, etc.).
- On ticket classification, the system automatically sends the ticket to the relevant department email.
### 3. Explore Tabs 🌍
- **Home**: 🏠Homepage
- **Ticket Classification**: đź“ťClassify tickets and view results.
- **About the Model**: 🔍Model details
- **Contact Us**: đź“žContact details of the company given
## Categories đź“‘
The predefined ticket categories are:
1. **Technical Issues🖥️**: Issues related to hardware, software, or network.
2. **Account Issues🔑**: Queries or requests related to accounts of users..
3. **Billing & Paymentđź’ł**: Issues regarding payments.
4. **General Queriesâť“**: Any other inquiries or tickets.
5. **Service Requests🛠️**: Any service requests.
## Screenshots 📸
## Future Enhancements đź”®
- Support for multilingual ticket classification.
- Integration with ticket management platforms like Jira or ServiceNow. đź”—
- Advanced analytics for ticket trends and response metrics.đź“Š
## Contributing 🤝
We welcome contributions! To contribute:
1. Fork the repository.
2. Create a new branch for your feature 🌱.
3. Submit a pull request with a clear description of your changes.⬇️
## License đź“ś
This project is licensed under the [MIT License](https://github.com/KunalParkhade/service-desk-ticket-classification/blob/main/LICENSE).
## Contact 📧
For any queries or suggestions, please contact:
- **Name**: Kunal Parkhade
- **Email**: kunalparkhade@gmail.com
---
**Streamline your service desk operations with the power of AI!** 🤖