https://github.com/panktishah62/genai-tinkerlab
This repository is a comprehensive collection of projects exploring various aspects of Generative AI, including AI Agents and Retrieval-Augmented Generation (RAG) implementations. Each project demonstrates different applications and capabilities of GenAI technologies.
https://github.com/panktishah62/genai-tinkerlab
agents ai aiagents crewai finetuning-llms genai langchain large-language-models llm llmprojects openai rag workflows
Last synced: 8 days ago
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This repository is a comprehensive collection of projects exploring various aspects of Generative AI, including AI Agents and Retrieval-Augmented Generation (RAG) implementations. Each project demonstrates different applications and capabilities of GenAI technologies.
- Host: GitHub
- URL: https://github.com/panktishah62/genai-tinkerlab
- Owner: panktishah62
- Created: 2025-04-14T13:15:18.000Z (9 days ago)
- Default Branch: main
- Last Pushed: 2025-04-14T14:07:59.000Z (9 days ago)
- Last Synced: 2025-04-15T01:17:35.040Z (8 days ago)
- Topics: agents, ai, aiagents, crewai, finetuning-llms, genai, langchain, large-language-models, llm, llmprojects, openai, rag, workflows
- Language: Jupyter Notebook
- Homepage: https://github.com/panktishah62/genai-tinkerlab
- Size: 1.66 MB
- Stars: 1
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# 🚀 Explore GenAI
This repository is a comprehensive collection of projects exploring various aspects of Generative AI, including AI Agents and Retrieval-Augmented Generation (RAG) implementations. Each project demonstrates different applications and capabilities of GenAI technologies.
## 🤖 AI Agents
### [AI Financial Analysis Agent](AI%20Agents/AI-Financial-Analysis-Agent)
A sophisticated multi-agent system for financial analysis and trading strategy development using CrewAI. Features multiple specialized agents working together for:
- Market analysis
- Trading strategy development
- Execution planning
- Risk assessment
### [AI Data Visualization Agent](AI%20Agents/AI-Data-Visualization-Agent)
An interactive Data Visualization Assistant powered by LLMs that:
- Understands natural language queries
- Generates appropriate visualizations
- Supports multiple visualization types
- Features real-time data processing
### [AI Lead Generation Agent](AI%20Agents/AI-Lead-Generation-Agent)
Automated lead generation system powered by Firecrawl's Extract Endpoint that:
- Discovers potential leads from Quora
- Extracts user profiles using intelligent web scraping
- Organizes qualified leads in Google Sheets
- Runs autonomously
### [AI Startup Trend Analysis Agent](AI%20Agents/ai_startup_trend_analysis_agent)
Tool for entrepreneurs to analyze startup trends and opportunities:
- Identifies nascent trends
- Spots market gaps
- Analyzes growth opportunities
- Provides actionable insights
### [AI Recruitment Agent Team](AI%20Agents/ai_recruitment_agent_team)
AI-powered recruitment assistance system for streamlining hiring processes.
## 📚 RAG (Retrieval-Augmented Generation)
### [Corrective RAG](RAG/Corrective-Rag)
Implementation of Retrieval-Augmented Generation with corrective capabilities.
### [GenAI RAG Context-Aware Customer Assistant](RAG/GenAI-RAG-Context-Aware-Customer-Assistant-for-E-Commerce-Organic-Farm-to-Table-Store-main)
E-commerce customer assistant utilizing RAG for:
- Context-aware responses
- Product recommendations
- Customer support
## 🛠️ Technologies Used
- **AI/ML Frameworks**:
- LangChain
- CrewAI
- OpenAI GPT Models
- Together AI
- E2B
- **Data Processing**:
- Pandas
- NumPy
- Newspaper4k
- **Visualization**:
- Streamlit
- Various plotting libraries
- **APIs & Services**:
- OpenAI API
- Serper API
- Firecrawl API
- Together AI API
## 🚀 Getting Started
Each project has its own README with specific setup instructions. Generally, to get started:
1. Clone the repository:
```bash
git clone https://github.com/panktishah62/genai-tinkerlab.git
cd genai-tinkerlab
```
2. Navigate to specific project:
```bash
cd [project-directory]
```
3. Follow project-specific README for:
- Dependencies installation
- API key setup
- Usage instructions
## 📝 Project Structure
```
genai-tinkerlab/
├── AI Agents/
│ ├── AI-Financial-Analysis-Agent/
│ ├── AI-Data-Visualization-Agent/
│ ├── AI-Lead-Generation-Agent/
│ ├── ai_startup_trend_analysis_agent/
│ └── ai_recruitment_agent_team/
└── RAG/
├── Corrective-Rag/
└── GenAI-RAG-Context-Aware-Customer-Assistant/
```
## 🤝 Contributing
Feel free to contribute to any of the projects by:
1. Forking the repository
2. Creating your feature branch
3. Committing your changes
4. Opening a pull request
## 📄 License
This project is licensed under the MIT License - see the LICENSE file for details.
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Happy Exploring! 🚀✨