# **Build from Scratch with LanceDB πŸ› οΈπŸš€** Start building your GenAI applications from the ground up using **LanceDB's** efficient vector-based document retrieval capabilities! πŸ“‘ **Get Started in Minutes ⏱️** These examples provide a solid foundation for building your own GenAI applications using LanceDB. Jump from idea to **proof of concept** quickly with applied examples. Get started and see what you can create! πŸ’» | **Build From Scratch** | **Description** | **Links** | |:-------------------------------------------|:-------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | **Build RAG from ScratchπŸš€πŸ’»** | πŸ“ Create a **Retrieval-Augmented Generation** (RAG) model from scratch using LanceDB. | [![GitHub](https://img.shields.io/badge/github-%23121011.svg?style=for-the-badge&logo=github&logoColor=white)](https://github.com/lancedb/vectordb-recipes/tree/main/tutorials/RAG-from-Scratch)
[![Open In Collab](https://colab.research.google.com/assets/colab-badge.svg)]() | | **Local RAG from Scratch with Llama3πŸ”₯πŸ’‘** | 🐫 Build a local RAG model using **Llama3** and **LanceDB** for fast and efficient text generation. | [![GitHub](https://img.shields.io/badge/github-%23121011.svg?style=for-the-badge&logo=github&logoColor=white)](https://github.com/lancedb/vectordb-recipes/tree/main/tutorials/Local-RAG-from-Scratch)
[![Python](https://img.shields.io/badge/python-3670A0?style=for-the-badge&logo=python&logoColor=ffdd54)](https://github.com/lancedb/vectordb-recipes/blob/main/tutorials/Local-RAG-from-Scratch/rag.py) | | **Multi-Head RAG from ScratchπŸ“šπŸ’»** | 🀯 Develop a **Multi-Head RAG model** from scratch, enabling generation of text based on multiple documents. | [![GitHub](https://img.shields.io/badge/github-%23121011.svg?style=for-the-badge&logo=github&logoColor=white)](https://github.com/lancedb/vectordb-recipes/tree/main/tutorials/Multi-Head-RAG-from-Scratch)
[![Python](https://img.shields.io/badge/python-3670A0?style=for-the-badge&logo=python&logoColor=ffdd54)](https://github.com/lancedb/vectordb-recipes/tree/main/tutorials/Multi-Head-RAG-from-Scratch) |