Merge pull request #268 from akashAD98/tutoral/multomodal-jina

example: food recommendation using jina-clip-v2

README.md

@@ -63,6 +63,7 @@ Create a multimodal search application using LanceDB for efficient vector-based
 | [Multimodal CLIP: DiffusionDB](/examples/multimodal_clip_diffusiondb/) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/multimodal_clip_diffusiondb/main.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> [![Python](https://img.shields.io/badge/python-3670A0?style=for-the-badge&logo=python&logoColor=ffdd54)](./examples/multimodal_clip_diffusiondb/main.py) [![LLM](https://img.shields.io/badge/local-llm-green)](#)    [![beginner](https://img.shields.io/badge/beginner-B5FF33)](#)| [![Ghost](https://img.shields.io/badge/ghost-000?style=for-the-badge&logo=ghost&logoColor=%23F7DF1E)](https://blog.lancedb.com/multi-modal-ai-made-easy-with-lancedb-clip-5aaf8801c939/)|
 | [Multimodal CLIP: Youtube videos](/examples/multimodal_video_search/) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/multimodal_video_search/main.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> [![Python](https://img.shields.io/badge/python-3670A0?style=for-the-badge&logo=python&logoColor=ffdd54)](./examples/multimodal_video_search/main.py) [![LLM](https://img.shields.io/badge/local-llm-green)](#)    [![beginner](https://img.shields.io/badge/beginner-B5FF33)](#)|[![Ghost](https://img.shields.io/badge/ghost-000?style=for-the-badge&logo=ghost&logoColor=%23F7DF1E)](https://blog.lancedb.com/multi-modal-ai-made-easy-with-lancedb-clip-5aaf8801c939/)|
 | [Cambrian-1: Vision centric exploration of images](https://www.kaggle.com/code/prasantdixit/cambrian-1-vision-centric-exploration-of-images/) | [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/code/prasantdixit/cambrian-1-vision-centric-exploration-of-images/) [![LLM](https://img.shields.io/badge/local-llm-green)](#)   [![intermediate](https://img.shields.io/badge/intermediate-FFDA33)](#)| [![Ghost](https://img.shields.io/badge/ghost-000?style=for-the-badge&logo=ghost&logoColor=%23F7DF1E)](https://blog.lancedb.com/cambrian-1-vision-centric-exploration/)|
+| [Multimodal Jina CLIP-V2 : Food Search ](/examples/multimodal_jina_clipv2/) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/multimodal_jina_clipv2/main.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> [![Python](https://img.shields.io/badge/python-3670A0?style=for-the-badge&logo=python&logoColor=ffdd54)](./examples/multimodal_jina_clipv2/main.py)    [![beginner](https://img.shields.io/badge/beginner-B5FF33)](#)||
 ||||
 
 ### RAG

examples/multimodal_jina_clipv2/README.md

@@ -0,0 +1,29 @@
+# Multimodal Search Engine with Jina-CLIP v2 and LanceDB
+
+Welcome to the **Multimodal Search Engine** project! This project utilizes [Jina-CLIP v2](https://jina.ai/news/jina-clip-v2-multilingual-multimodal-embeddings-for-text-and-images/) and [LanceDB](https://lancedb.dev) 
+to enable robust search functionality across both text and image data in 89 languages.
+
+---
+
+## Features
+
+- **Multimodal Search**: Search across both image and text inputs.
+- **Multilingual Support**: Supports 89 languages for text queries and captions.
+- **Efficient Retrieval**: Powered by [LanceDB](https://lancedb.dev), ensuring low latency and high throughput.
+- **Matryoshka Representations**: Enables hierarchical embedding structures for fine-grained similarity.
+
+---
+
+### How It Works
+- Input: Accepts either a text query or an image as input.
+- Encoding: Uses Jina-CLIP v2 to convert text and images into a shared embedding space.
+- Storage: Stores these embeddings in LanceDB for efficient retrieval.
+- Search: Matches queries to the most relevant embeddings in the database and returns results.
+
+---
+
+## code 
+
+ Colab walkthrough   <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/multimodal_jina_clipv2/main.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a>
+
+ ---