![Enhancing ChatGPT's Intelligence and Efficiency: The Power of LangChain and Milvus](https://assets.zilliz.com/large_Enhancing_Chat_GPT_s_Intelligence_Blog_Cover_cab1e69939.png)
Engineering
Enhancing ChatGPT's Intelligence and Efficiency: The Power of LangChain and Milvus
Learn how LangChain and Milvus can be used to improve the performance and memory of LLMs.
![Building a Video Analysis System with Milvus Vector Database](https://assets.zilliz.com/large_video_analysis_engine_cover_7ad180bc9a.jpg)
Case Study
Building a Video Analysis System with Milvus Vector Database
Learn how Milvus powers the AI analysis of video content.
![Audio Retrieval Based on Milvus](https://assets.zilliz.com/large_blog_audio_search_56b990cee5.jpg)
Case Study
Audio Retrieval Based on Milvus
Create an audio retrieval system using Milvus, an open-source vector database. Classify and analyze sound data in real time.