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https://github.com/luluw8071/generative-ai
Learn GenAI by integrating OpenAI GPT, Google Gemini, Ollama and HuggingFace models using LangChain, LlamaIndex and Pinecone.
https://github.com/luluw8071/generative-ai
Last synced: 2 days ago
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Learn GenAI by integrating OpenAI GPT, Google Gemini, Ollama and HuggingFace models using LangChain, LlamaIndex and Pinecone.
- Host: GitHub
- URL: https://github.com/luluw8071/generative-ai
- Owner: LuluW8071
- Created: 2024-04-04T09:21:36.000Z (7 months ago)
- Default Branch: main
- Last Pushed: 2024-08-25T17:20:39.000Z (3 months ago)
- Last Synced: 2024-08-25T18:36:57.181Z (3 months ago)
- Language: Jupyter Notebook
- Homepage:
- Size: 868 KB
- Stars: 3
- Watchers: 1
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# LangChain-Generative-AI
Welcome to the **Generative AI** repository! This repository demonstrates how to leverage **LangChain** and **LlamaIndex** to integrate various **LLMs (Large Language Models)** such as **OpenAI GPT**, **Google Gemini**, and **LLAMA** with **Pinecone** for advanced LLM applications, using **APIs** or **open-source models** from **OLLAMA** or **Hugging Face**.
### 🛠️ Technologies Used
| Technology | Icon | Description |
|------------------|-------------------------------------------------------------------------------------------------------|-----------------------------------------------------------|
| **LangChain** | ![LangChain](https://go-skill-icons.vercel.app/api/icons?i=langchain) | Framework designed for building and managing pipelines of language models, facilitating integration and orchestration of different models. |
| **LlamaIndex** | ![LlamaIndex](https://go-skill-icons.vercel.app/api/icons?i=llamaindex) | Tool for efficiently managing and querying large collections of language models, enabling seamless interaction and retrieval. |
| **Pinecone** | ![Pinecone](https://go-skill-icons.vercel.app/api/icons?i=pinecone) | Vector database optimized for high-performance similarity search and retrieval, essential for scalable machine learning applications. |
| **OpenAI GPT** | ![OpenAI GPT](https://go-skill-icons.vercel.app/api/icons?i=chatgpt) | State-of-the-Art language model developed by OpenAI for advanced text and image generation, as well as comprehensive understanding tasks. |
| **Google Gemini**| ![Google Gemini](https://go-skill-icons.vercel.app/api/icons?i=gemini) | Google's cutting-edge AI model that enhances language processing capabilities, offering advanced features for diverse NLP tasks. |
| **OLLAMA** | ![OLLAMA](https://go-skill-icons.vercel.app/api/icons?i=ollama) | Versatile platform providing access to and interaction with a variety of language models, facilitating experimentation and deployment. |
| **Hugging Face** | ![Hugging Face](https://go-skill-icons.vercel.app/api/icons?i=huggingface) | Leading hub for state-of-the-art machine learning models and datasets. |