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Reorganize bootcamp and translate Chinese headers
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Signed-off-by: christy <[email protected]>
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83 changes: 45 additions & 38 deletions README.md
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<img src="images/logo.png" alt="Logo">
</a>
<p align="center" style="padding-left: 100px; padding-right: 100px">
Dealing with all unstructured data, such as reverse image search, audio search, molecular search, video analysis, question and answer systems, NLP, etc.
Working with all unstructured data, such as reverse image search, audio search, molecular search, video analysis, question and answer systems, NLP, etc.
<br />
<br />
<a href="https://github.com/milvus-io/bootcamp/issues">Report Bug or Request Feature</a>
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<summary>Table of Contents</summary>
<ol>
<li>
<a href="#mega-about-milvus-bootcamp">About Milvus Bootcamp</a>
Tutorials
</li>
<ul>
<li>Connect to Milvus/Zilliz</li>
<li>Retrieval</li>
<li>RAG</li>
<li>OpenAIAssistants</li>
</ul>
<li>
<a href="#pencil-solutions">Solutions</a>
<a href="#pencil-applications">Applications</a>
<ul>
<li><a href="#icecream-run-locally">Run locally</a></li>
<li><a href="#clapper-live-demo">Live demo</a></li>
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[Milvus Bootcamp](https://github.com/milvus-io/bootcamp) is designed to expose users to both the simplicity and depth of the [**Milvus**](https://milvus.io/) vector database. Discover how to run **benchmark tests** as well as build similarity search applications like **chatbots**, **recommender systems**, **reverse image search**, **molecular search**, **video search**, **audio search**, and more.

<!--ALL SOLUTIONS-->
<!--ALL APPLICATIONS-->

## :pencil: Solutions
## :pencil: Applications

### :icecream: Run locally

Here are several solutions for a wide range of scenarios. Each solution contains a Jupyter Notebook or a Docker deployable solution, meaning anyone can run it on their local machine. In addition to this there are also some related technical articles and live streams.
Here are several applications for a wide range of scenarios. Each solution contains a Jupyter Notebook or a Docker deployable solution, meaning anyone can run it on their local machine. In addition to this there are also some related technical articles and live streams.

And more solutions you can refer to the [**Examples**](https://github.com/towhee-io/examples).
Look here for more application [**Examples**](https://github.com/towhee-io/examples).

> You can also refer to the [Bootcamp FAQ](./bootcamp_faq.md) for troubleshooting.
💡 Please refer to the [Bootcamp FAQ](./bootcamp_faq.md) for troubleshooting.
💡 For Chinese links below, try using Google Translate.

<table>
<tr>
<td width="40%"><b>Solutions</b></td>
<td width="40%"><b>Applications</b></td>
<td><b>Have fun with it</b></td>
<td><b>Article</b></td>
<td><b>Video</b></td>
</tr>
<tr>
<td><b>Reverse Image Search</b>
<td><b>Reverse Image Search using Images</b>
<p>Build a reverse image search system using Milvus paired with Towhee for feature extraction.</p>
</td>
<td>
<p>- <a href="https://github.com/towhee-io/examples/tree/main/image/reverse_image_search">Jupyter notebook</a></p>
<p>- <a href="solutions/image/reverse_image_search">Quick deploy</a></p>
<p>- <a href="applications/image/reverse_image_search">Quick deploy</a></p>
</td>
<td>
<p>- <a href="https://zhuanlan.zhihu.com/p/517360724">10 行代码搞定以图搜图</a></p>
<p>- <a href="https://milvus.io/blog/building-a-search-by-image-shopping-experience-with-vova-and-milvus.md">Building a Search by Image Shopping Experience with VOVA and Milvus</a></p>
<p>- <a href="https://zhuanlan.zhihu.com/p/517360724">10 lines of code for reverse image search</a></p>
<p>- <a href="https://milvus.io/blog/building-a-search-by-image-shopping-experience-with-vova-and-milvus.md">Reverse Image Search Shopping Experience with VOVA and Milvus</a></p>
</td>
<td>
<p>- <a href="https://www.bilibili.com/video/BV1SN411o79n">中文</a></p>
<p>- <a href="https://www.bilibili.com/video/BV1SN411o79n">VOVA video demo (in Chinese)</a></p>
</td>
</tr>
<tr>
<td>
<p><b>Text Image Search</b></p>
<p>Search for matched or related images given an input text by Milvus and Towhee. </p></td>
<p><b>Reverse Image Search using Text</b></p>
<p>Using Milvus and Towhee. </p></td>
<td>- <a href="https://github.com/towhee-io/examples/tree/main/image/text_image_search">Jupyter notebook</a></td>
<td>
<p>- <a href="https://zhuanlan.zhihu.com/p/531951677">从零到一,教你搭建「CLIP 以文搜图」搜索服务(一)</a></p>
<p>- <a href="https://zhuanlan.zhihu.com/p/537123858">从零到一,教你搭建「CLIP 以文搜图」搜索服务(二):5 分钟实现原型</a></p>
<p>- <a href="https://zhuanlan.zhihu.com/p/531951677">1. CLIP text-based image search)</a></p>
<p>- <a href="https://zhuanlan.zhihu.com/p/537123858">2. Implement the prototype in 5 minutes</a></p>
</td>
<td></td>
</tr>
<tr>
<td rowspan="2">
<p><b>Question Answering</b></p>
<p>System Build an intelligent chatbot using Milvus and Towhee for natural language processing (NLP).</p>
<p><b>RAG</b></p>
<p>Question answering chatbot using Milvus and Towhee for natural language processing (NLP).</p>
</td>
<td>
<p>-<a href="https://github.com/towhee-io/examples/tree/main/nlp/question_answering"> Jupyter notebook</a></p>
<p>-<a href="solutions/nlp/question_answering_system"> Quick deploy</a></p>
<p>-<a href="applications/nlp/question_answering_system"> Quick deploy</a></p>
</td>
<td>
<p>-<a href="https://mp.weixin.qq.com/s/BZp4CMv2yuVb0oEyuDKNkw">快速搭建对话机器人,就用这一招!</a></p>
<p>-<a href="https://mp.weixin.qq.com/s/BZp4CMv2yuVb0oEyuDKNkw">Quickly build a conversational chatbot</a></p>
<p>-<a href="https://medium.com/voice-tech-podcast/building-an-intelligent-qa-system-with-nlp-and-milvus-75b496702490">Building an Intelligent QA System with NLP and Milvus</a></p>
</td>
<td>
<p>-<a href="https://www.bilibili.com/video/BV1ki4y1t72o">中文</a></p>
<p>-<a href="https://www.bilibili.com/video/BV1ki4y1t72o">video demo (in Chinese)</a></p>
</td>
</tr>
<tr>
<td>
<p>-<a href="https://github.com/PaddlePaddle/PaddleNLP/tree/develop/pipelines/examples/question-answering">PaddlePaddle(QA 中文)</a></p>
<p>-<a href="https://github.com/PaddlePaddle/PaddleNLP/tree/develop/pipelines/examples/FAQ">PaddlePaddle(FAQ 中文)</a></p>
<p>-<a href="https://github.com/PaddlePaddle/PaddleNLP/tree/develop/pipelines/examples/question-answering">PaddlePaddle (Chinese bot)</a></p>
<p>-<a href="https://github.com/PaddlePaddle/PaddleNLP/tree/develop/pipelines/examples/FAQ">PaddlePaddle FAQ (in Chinese)</a></p>
</td>
<td></td>
<td></td>
</tr>
<tr>
<td rowspan="2">
<p><b>Text Search Engine</b></p>
<p><b>Retrieval</b></p>
<p>Build a text search engine using Milvus and BERT model. </p>
</td>
<td>
<p>- <a href="https://github.com/towhee-io/examples/tree/main/nlp/text_search">Jupyter notebook</a></p>
</td>
<td>- <a href="https://mp.weixin.qq.com/s/OUrBSCqnLuh9btyK3SxWgQ">Milvus 实战 | Milvus BERT 搭建文本搜索</a></td>
<td>- <a href="https://www.bilibili.com/video/BV1Xi4y1E7Tb">中文</a></td>
<td>- <a href="https://mp.weixin.qq.com/s/OUrBSCqnLuh9btyK3SxWgQ">Using Milvus and BERT</a></td>
<td>- <a href="https://www.bilibili.com/video/BV1Xi4y1E7Tb">video demo (in Chinese)</a></td>
</tr>
<tr>
<td>
<p>- <a href="https://github.com/PaddlePaddle/PaddleNLP/tree/develop/applications/neural_search">PaddlePaddle(中文)</a></p>
<p>- <a href="https://github.com/PaddlePaddle/PaddleNLP/tree/develop/applications/neural_search">PaddlePaddle Hybrid Search with neural cross-encoder (in Chinese)</a></p>
</td>
<td></td>
<td></td>
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<p>Build an AI-powered movie recommender system using Milvus paired with PaddlePaddle’s deep learning framework. </p>
</td>
<td>
<p>- <a href="solutions/nlp/recommender_system/recommender_system.ipynb">Jupyter notebook</a></p>
<p>- <a href="applications/nlp/recommender_system/recommender_system.ipynb">Jupyter notebook</a></p>
</td>
<td>- <a href="https://mp.weixin.qq.com/s/nAr45u-ruvhWQ8LcVxbhOg">强强联手!Milvus PaddlePaddle 深度整合,赋能工业级 AI 应用</a></td>
<td>- <a href="https://mp.weixin.qq.com/s/nAr45u-ruvhWQ8LcVxbhOg">Milvus and PaddlePaddle (in Chinese)</a></td>
<td></td>
</tr>
<tr>
<td><p><b>Video Similarity Search</b></p>
<td><p><b>Video Search by Image</b></p>
<p>Build a video similarity search engine using Milvus and Towhee. </p>
</td>
<td>
<p>- <a href="https://github.com/towhee-io/examples/tree/main/video/reverse_video_search">Jupyter notebook</a></p>
</td>
<td>
<p>- <a href="https://mp.weixin.qq.com/s/DOfiGP5BG_9sD7zZair4ew">Milvus实战| 以图搜视频系统</a></p>
<p>- <a href="https://mp.weixin.qq.com/s/DOfiGP5BG_9sD7zZair4ew">Milvus video search by image</a></p>
<p>- <a href="https://milvus.io/blog/2021-10-10-milvus-helps-analyze-videos.md">Building a Video Analysis System with Milvus Vector Database</a></p>
</td>
<td></td>
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</tr>
<tr>
<td>
<p><b>Text Video Search </b></p>
<p>Search for matched or related videos given an input text by Milvus and Towhee. </p>
<p><b>Video Search by Text</b></p>
<p>Search for matched or related videos given an input text. Uses Milvus and Towhee. </p>
</td>
<td>- <a href="https://github.com/towhee-io/examples/tree/main/video/text_video_retrieval">Jupyter notebook</a></td>
<td>- <a href="https://zhuanlan.zhihu.com/p/584641533">5分钟实现「视频检索」:基于内容理解,无需任何标签</a></td>
<td>- <a href="https://zhuanlan.zhihu.com/p/584641533">Implement video search in 5 minutes no tags required</a></td>
<td></td>
</tr>
<tr>
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</td>
<td><p>- <a href="https://github.com/towhee-io/examples/tree/main/medical/molecular_search">Jupyter notebook</a></p>
</td>
<td>- <a href="https://mp.weixin.qq.com/s/ZIH_zYltT6aJNQYMhOSsAg">Milvus 赋能 AI 药物研发</a></td>
<td>- <a href="https://www.bilibili.com/video/BV1dD4y1D7zS">中文</a></td>
<td>- <a href="https://mp.weixin.qq.com/s/ZIH_zYltT6aJNQYMhOSsAg">Milvus powers AI drug research (in Chinese)</a></td>
<td>- <a href="https://www.bilibili.com/video/BV1dD4y1D7zS">demo video (in Chinese)</a></td>
</tr>
</table>

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# Bootcamp FAQ
# Applications FAQ

## Deployment

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