@ -130,3 +130,15 @@ Path or url of the document to be loaded.
**Returns:** MutationResult
**Returns:** MutationResult
A MutationResult after inserting Milvus.
A MutationResult after inserting Milvus.
# More Resources
- [Enhancing RAG with Knowledge Graphs - Zilliz blog](https://zilliz.com/blog/enhance-rag-with-knowledge-graphs): Knowledge Graphs (KGs) store and link data based on their relationships. KG-enhanced RAG can significantly improve retrieval capabilities and answer quality.
- [Metrics-Driven Development of RAGs - Zilliz blog](https://zilliz.com/blog/metrics-driven-development-of-rags): Evaluating and improving Retrieval-Augmented Generation (RAG) systems is a nuanced but essential task in the realm of AI-driven information retrieval. By leveraging a metrics-driven approach, as demonstrated by Jithin James and Shahul Es, you can systematically refine your RAG systems to ensure they deliver accurate, relevant, and trustworthy information.
- [How to Evaluate RAG Applications - Zilliz blog](https://zilliz.com/learn/How-To-Evaluate-RAG-Applications): Effective Evaluation strategies for your RAG Application
- [Building an Intelligent QA System with NLP and Milvus - Zilliz blog](https://zilliz.com/blog/building-intelligent-chatbot-with-nlp-and-milvus): The Next-Gen QA Bot is here
- [Using Voyage AI's embedding models in Zilliz Cloud Pipelines - Zilliz blog](https://zilliz.com/blog/craft-superior-rag-for-code-intensive-texts-with-zcp-and-voyage): Assess the effectiveness of a RAG system implemented with various embedding models for code-related tasks.
- [How to Build Retrieval Augmented Generation (RAG) with Milvus Lite, Llama3 and LlamaIndex - Zilliz blog](https://zilliz.com/learn/build-rag-with-milvus-lite-llama3-and-llamaindex): Retrieval Augmented Generation (RAG) is a method for mitigating LLM hallucinations. Learn how to build a chatbot RAG with Milvus, Llama3, and LlamaIndex.
- [Safeguarding Data Integrity: On-Prem RAG Deployment](https://zilliz.com/event/ai-bloks-safeguarding-data-integrity/success): Register for a free webinar exploring how you can deploy RAG applications on-prem using open source tools such as LLMWare and Milvus.
- [Safeguarding Data Integrity: On-Prem RAG Deployment](https://zilliz.com/event/ai-bloks-safeguarding-data-integrity): Register for a free webinar exploring how you can deploy RAG applications on-prem using open source tools such as LLMWare and Milvus.
