https://github.com/abhishekkantharia/aiconversationaldatasciencetutor
AI Data Science Tutor powered by Google Gemini 1.5 Pro Latest offers multi-chat support, persistent memory, voice-to-text input, and IP banning for security. Users can create, rename, and delete chats, ensuring a seamless, secure, and intelligent AI-powered Data Science learning experience. 🚀
https://github.com/abhishekkantharia/aiconversationaldatasciencetutor
api artificial-intelligence deep-learning generative-ai google-ai-studio google-gemini-pro langchain llm machine-learning memory python streamlit
Last synced: 7 months ago
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AI Data Science Tutor powered by Google Gemini 1.5 Pro Latest offers multi-chat support, persistent memory, voice-to-text input, and IP banning for security. Users can create, rename, and delete chats, ensuring a seamless, secure, and intelligent AI-powered Data Science learning experience. 🚀
- Host: GitHub
- URL: https://github.com/abhishekkantharia/aiconversationaldatasciencetutor
- Owner: AbhishekKantharia
- License: mit
- Created: 2025-03-07T18:43:38.000Z (7 months ago)
- Default Branch: main
- Last Pushed: 2025-03-17T17:27:46.000Z (7 months ago)
- Last Synced: 2025-03-22T16:16:41.563Z (7 months ago)
- Topics: api, artificial-intelligence, deep-learning, generative-ai, google-ai-studio, google-gemini-pro, langchain, llm, machine-learning, memory, python, streamlit
- Language: Python
- Homepage: https://aiconversationaldatasciencetutor.streamlit.app/
- Size: 216 KB
- Stars: 2
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
# AI Data Science Tutor Chatbot
This is a **Streamlit-based AI chatbot** that leverages **Google Gemini API** to provide intelligent responses to data science-related queries. The chatbot supports **multi-chat sessions**, **AI summarization**, **PDF export**, **dark mode**, **IP banning**, and more.
---
## 🚀 **Features**
✅ **Multi-Chat Support** – Users can create and switch between multiple chat sessions.
✅ **AI-Powered Responses** – Uses Google Gemini API for intelligent and context-aware responses.
✅ **Delete Chat Option** – Easily remove old conversations from the chat history.
✅ **Real-time Streaming** – Responses appear dynamically as they are generated.
✅ **PDF Export** – Save chat conversations as PDF files.
✅ **Dark Mode** – Enhanced UI experience for users.
✅ **AI Summarization** – Summarizes chat history for quick reference.
✅ **IP Banning System** – Prevents unauthorized access based on IP addresses.
---
## 🛠 **Installation & Setup**
### **1️⃣ Clone the Repository**
```bash
git clone https://github.com/AbhishekKantharia/AIConversationalDataScienceTutor.git
cd AIConversationalDataScienceTutor
```
### **2️⃣ Install Dependencies**
Ensure you have Python installed, then run:
```bash
pip install -r requirements.txt
```
### **3️⃣ Set Up Environment Variables**
Create a `.env` file in the root directory and add:
```env
GOOGLE_API_KEY=your_google_gemini_api_key
ADMIN_PASSWORD=your_admin_password
```
### **4️⃣ Run the Application**
```bash
streamlit run app.py
```
---
## 📂 **File Structure**
```
📁 ai-ds-tutor
│── app.py # Main Streamlit application
│── requirements.txt # Required Python packages
│── chat_sessions.pkl # Stored chat sessions (auto-generated)
│── banned_ips.pkl # Banned IPs list (auto-generated)
│── .env # API keys and admin password
│── README.md # Documentation
```
---
## 📜 **Usage**
1️⃣ **Ask a Question** – Type a data science-related question in the chat input.
2️⃣ **Multi-Chat Support** – Create and switch between multiple chat sessions in the sidebar.
3️⃣ **Delete Chat** – Remove a conversation using the "🗑️ Delete Chat" button.
4️⃣ **Enable Dark Mode** – Switch to dark mode for better readability.
5️⃣ **Export Chat to PDF** – Save your chat for later reference.
---
## 🔐 **Admin Features**
### **IP Banning**
- The app can ban users based on IP addresses.
- Banned users will see a **"🚫 Your IP has been banned."** message.
### **Chat Summarization**
- AI can generate summaries for long conversations, making it easier to review.
---
## 🔧 **Customization**
### **Modify the UI**
To customize colors and styling, edit the **CSS inside `app.py`**:
```python
st.markdown(
"""
body { background-color: #121212; color: #e0e0e0; }
.stSidebar { background-color: #181818; }
""",
unsafe_allow_html=True
)
```
### **Adjust the AI Model**
To use a different **Google Gemini AI model**, change this line in `app.py`:
```python
LATEST_GEMINI_MODEL = "gemini-1.5-pro-latest"
```
---
## 📌 **To-Do / Future Improvements**
🔹 Improve response streaming for faster replies.
🔹 Add a **user authentication system** for chat history security.
🔹 Support **file uploads** for AI-based code reviews.
🔹 Enhance **PDF export** formatting for better readability.
---
## 🏆 **Contributing**
Contributions are welcome! Feel free to submit a pull request or open an issue.
---
## 📜 **License**
This project is licensed under the **MIT License**.
---
🎉 **Enjoy your AI-powered Data Science Chatbot!** 🚀