![Building a Multimodal Product Recommender Demo Using Milvus and Streamlit](https://assets.zilliz.com/large_Building_a_Multimodal_Product_Recommender_Demo_Using_Milvus_and_Streamlit_f1073feb78.png)
Engineering
Building a Multimodal Product Recommender Demo Using Milvus and Streamlit
A step-by-step guide on how to build and run the Multimodal recommendation system with Milvus, Streamlit, MagicLens, and GPT-4o.
![Vectorizing JSON Data with Milvus for Similarity Search](https://assets.zilliz.com/large_Milvus_Reference_Architectures_f86ee6ff4e.png)
Engineering
Vectorizing JSON Data with Milvus for Similarity Search
This article explores how Milvus streamlines JSON data vectorization, ingestion, and similarity retrieval.
![Exploring ColBERT: A Token-Level Embedding and Ranking Model for Efficient Similarity Search](https://assets.zilliz.com/large_May_13_Exploring_Col_BERT_A_Token_Level_Embedding_and_Ranking_Model_for_Efficient_Similarity_Search_819a042117.png)
Engineering
Exploring ColBERT: A Token-Level Embedding and Ranking Model for Efficient Similarity Search
Our review of ColBERT has unveiled a novel approach to token-level embeddings and ranking, specifically engineered to optimize efficiency in similarity search tasks.
![Exploring DSPy and Its Integration with Milvus for Crafting Highly Efficient RAG Pipelines](https://assets.zilliz.com/large_Exploring_DS_Py_and_Its_Integration_with_Milvus_for_Crafting_Highly_Efficient_RAG_Pipelines_4757b811ac.png)
Engineering
Exploring DSPy and Its Integration with Milvus for Crafting Highly Efficient RAG Pipelines
This blog explores DSPy and its operational mechanics and provides a practical example demonstrating how to construct and optimize RAG apps with DSPy and Milvus.
![Exploring LLM-Driven Agents in the Age of AI](https://assets.zilliz.com/large_Intelligent_Agent_Using_LL_Ms_ff7a90bffb.png)
Engineering
Exploring LLM-Driven Agents in the Age of AI
Explore the intricacies of LLM-driven agents, their components, challenges, and future prospects, reshaping the future of artificial intelligence and revolutionizing how we approach complex tasks.