https://github.com/kaarthik108/subzerosearch
AI-Powered Recruitment: Simplifying Talent Acquisition.
https://github.com/kaarthik108/subzerosearch
ai cortex mistral snowflake snowpark streamlit
Last synced: 2 months ago
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AI-Powered Recruitment: Simplifying Talent Acquisition.
- Host: GitHub
- URL: https://github.com/kaarthik108/subzerosearch
- Owner: kaarthik108
- Created: 2025-01-17T06:27:08.000Z (4 months ago)
- Default Branch: main
- Last Pushed: 2025-02-02T05:13:15.000Z (4 months ago)
- Last Synced: 2025-02-02T06:19:12.685Z (4 months ago)
- Topics: ai, cortex, mistral, snowflake, snowpark, streamlit
- Language: Python
- Homepage: https://subzerosearch.streamlit.app/
- Size: 416 KB
- Stars: 0
- Watchers: 1
- Forks: 1
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# SubZeroSearch 🧊
A lightning-fast, AI-powered Applicant Tracking System built on Snowflake's Data Cloud.
## Overview
SubZeroSearch revolutionizes the recruitment process by leveraging Snowflake's Cortex framework and LLM'2 to provide real-time insights from candidate resumes.
### Key Features
- **Real-time Resume Analysis** - Instant parsing and insights extraction
- **AI-Powered Search** - Natural language queries across your candidate pool
- **Interactive Analytics Dashboard** - Visual representation of candidate metrics
- **Smart Context Retention** - Conversation memory for better search results
- **Secure Document Management** - Enterprise-grade storage on Snowflake
## Tech Stack
- **Backend**: Snowflake Data Cloud, Snowflake Cortex
- **Frontend**: Streamlit
- **AI/ML**: Mistral Large v2, Snowpark
- **Analytics**: Plotly, Pandas
- **Data Processing**: MarkItDown
## Quick Start
1. Configure Snowflake credentials:
```env
AVATAR_URL=
LOGO_URL=
[connections.snowflake]
account =
user =
password =
role =
database =
schema =
warehouse =
client_session_keep_alive = true
```
2. Install Dependencies:
```bash
pip install -r requirements.txt
```
3. Run the Application:
```bash
streamlit run main.py
```
## Installation
1. **Clone the Repository**:
```bash
git clone https://github.com/yourusername/SubZeroSearch.git
cd SubZeroSearch
```
2. **Set Up Environment**:
Ensure you have Python 3.9+ installed. Create a virtual environment and activate it:
```bash
python -m venv venv
source venv/bin/activate # On Windows use `venv\Scripts\activate`
```
3. **Install Required Packages**:
```bash
pip install -r requirements.txt
```
4. **Configure Snowflake**:
Update the `.env` file with your Snowflake credentials.
## Usage
- **Start the Application**: Use the command `streamlit run main.py` to launch the application.
- **Access the Dashboard**: Open your browser and navigate to the provided local URL to interact with the dashboard.
## Contributing
We welcome contributions! Please follow these steps:
1. Fork the repository.
2. Create a new branch (`git checkout -b feature/YourFeature`).
3. Commit your changes (`git commit -m 'Add some feature'`).
4. Push to the branch (`git push origin feature/YourFeature`).
5. Open a pull request.
## License
This project is licensed under the MIT License - see the [LICENSE](LICENSE) file for details.