Spaces:
Sleeping
Sleeping
alejandro
commited on
Commit
Β·
11bc72f
1
Parent(s):
5bea3fb
docs: add readme
Browse files
readme.md
CHANGED
@@ -0,0 +1,67 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
# Build a Natural Language SQL Chatbot with GPT-4
|
2 |
+
|
3 |
+
Welcome to the GitHub repository for our tutorial on building a natural language SQL chatbot using GPT-4! This project guides you through the development of a chatbot that can interpret natural language queries, generate SQL queries, and fetch results from a SQL database, all in an intuitive and user-friendly way. It utilizes the power of OpenAI's GPT-4 model, integrated with a Streamlit GUI for an enhanced interaction experience.
|
4 |
+
|
5 |
+
π‘ This repository serves as supporting material for the [YouTube video tutorial](https://youtu.be/YqqRkuizNN4).
|
6 |
+
|
7 |
+
## Features
|
8 |
+
- **Natural Language Processing**: Uses GPT-4 to interpret and respond to user queries in natural language.
|
9 |
+
- **SQL Query Generation**: Dynamically generates SQL queries based on the user's natural language input.
|
10 |
+
- **Database Interaction**: Connects to a SQL database to retrieve query results, demonstrating practical database interaction.
|
11 |
+
- **Streamlit GUI**: Features a user-friendly interface built with Streamlit, making it easy for users of all skill levels.
|
12 |
+
- **Python-based**: Entirely coded in Python, showcasing best practices in software development with modern technologies.
|
13 |
+
|
14 |
+
## Brief Explanation of How the Chatbot Works
|
15 |
+
|
16 |
+
The chatbot works by taking a user's natural language query, converting it into a SQL query using GPT-4, executing the query on a SQL database, and then presenting the results back to the user in natural language. This process involves several steps of data processing and interaction with the OpenAI API and a SQL database, all seamlessly integrated into a Streamlit application.
|
17 |
+
|
18 |
+
For a more detailed explanation and a step-by-step guide, refer to the [YouTube video tutorial](https://youtu.be/link-to-your-video).
|
19 |
+
|
20 |
+
## Installation
|
21 |
+
Ensure you have Python installed on your machine. Then clone this repository:
|
22 |
+
|
23 |
+
```bash
|
24 |
+
git clone [repository-link]
|
25 |
+
cd [repository-directory]
|
26 |
+
```
|
27 |
+
|
28 |
+
Install the required packages:
|
29 |
+
|
30 |
+
```bash
|
31 |
+
pip install -r requirements.txt
|
32 |
+
```
|
33 |
+
|
34 |
+
Create your own .env file with the necessary variables, including your OpenAI API key:
|
35 |
+
|
36 |
+
```bash
|
37 |
+
OPENAI_API_KEY=[your-openai-api-key]
|
38 |
+
```
|
39 |
+
|
40 |
+
## Usage
|
41 |
+
To launch the Streamlit app and interact with the chatbot:
|
42 |
+
|
43 |
+
```bash
|
44 |
+
streamlit run app.py
|
45 |
+
```
|
46 |
+
|
47 |
+
## Contributing
|
48 |
+
As this repository accompanies the [YouTube video tutorial](https://youtu.be/YqqRkuizNN4), we are primarily focused on providing a comprehensive learning experience. Contributions for bug fixes or typos are welcome.
|
49 |
+
|
50 |
+
## License
|
51 |
+
This project is licensed under the MIT License - see the LICENSE file for details.
|
52 |
+
|
53 |
+
---
|
54 |
+
|
55 |
+
**Note**: This project is intended for educational and research purposes. Please ensure compliance with the terms of use and guidelines of any APIs or services used.
|
56 |
+
|
57 |
+
---
|
58 |
+
|
59 |
+
We hope this repository aids in your exploration of integrating AI with web technologies. For more informative tutorials, be sure to check out [Your YouTube Channel].
|
60 |
+
|
61 |
+
Happy Coding! ππ¨βπ»π€
|
62 |
+
|
63 |
+
---
|
64 |
+
|
65 |
+
*If you find this project helpful, please consider giving it a star!*
|
66 |
+
|
67 |
+
---
|