Notebooks For Your 2025 AI Projects
Happy New Year! ??
In this issue:?
?? Milvus Notebook Gallery?
New year, new project! This gallery of Milvus notebooks guides you through building RAG, question-answering systems, text search and more. If you’re unsure how to get started with building generative AI solutions, these notebooks can help. Some examples include multimodal RAG with Milvus, RAG with Milvus and LlamaIndex, and the latest full-text search with Milvus.
Get Started: Build AI Apps with Milvus: Tutorials & Notebooks?
?? Milvus X SambaNova: Build an Enterprise Knowledge Retrieval system
Check out this hands-on tutorial combining two powerful tools: SambaNova Systems 's AI platform and a Milvus vector database.
SambaNova's new AI Starter Kits support Milvus for vector storage, opening up some interesting possibilities for enterprise document retrieval. The integration is straightforward – just a few lines of code to switch your vector store.
Want to see how to build a robust knowledge retrieval system with your private enterprise documents? We've documented the full setup process, from API configuration to deployment.
Check out the complete tutorial with code samples and best practices.?
Get Started: Use Milvus with SambaNova?
Watch video with Rachel B. : Efficient Inference and Information Retrieval for AI Agents?
?? Community Spotlight: RAG with Milvus and LlamaIndex
Benny Ifeanyi Iheagwara (MCT) gave a short and simple tutorial on how to build RAG using Milvus and LlamaIndex on Dzone. When adopted together, Milvus and LlamaIndex can quickly handle big data and retrieve relevant information. Read the tutorial to learn how to make use of data from the Litbank repository. Then, index the data using the llama_index library and Milvus Lite. Next, process the documents into vector representation using the OpenAI API and finally, query data and filter it through the metadata.?
Read more + Get Started:
???Upcoming Events
Jan 14: Data for AI Meetup Presents: The Open Source Afterparty (in-person)?
Join Stefan Webb and speakers from exciting companies in SF at the Data for AI Meetup on January 14! He will be giving a talk to understand tabular data, and demonstrate practical ways to unlock hidden value in your organization's data assets.?
Jan 16: How to Optimize Your Embedding Model Selection and Development through TDA Clustering (virtual)?
?? Join us on January 16 at 9:00 AM PT for a deep dive into optimizing embedding model selection using Topological Data Analysis (TDA).
领英推荐
Learn how TDA clustering can revolutionize your vector database applications through efficient model evaluation and performance measurement. Gunnar Carlsson , Co-Founder of BluelightAI , alongside Sr. Data Scientist Gabriel A. , will share practical insights on:
Register now to transform how you select and fine-tune embedding models for your specific use cases!
Jan 23: A Table is Worth 1000 Words (virtual)?
In case you can’t make it in person in SF, Stefan will be doing an online webinar on the same topic! In this talk by Stefan Webb , we'll explore how new multimodal foundation models are trained to understand tabular data, and demonstrate practical ways to unlock hidden value in your organization's data assets.
Jan 22-Jan 23: RAG talks at ODSC AI Builders Summit (virtual)?
AI Builders summit is a 4-week virtual training event designed to equip data scientist, ML and AI engineers, and innovators with? the latest advancements in large language models (LLMs), AI agents, and Retrieval-Augmented Generation (RAG). Stefan Webb will speak about “Evaluating Retrieval-Augmented Generation and LLM-as-a-Judge Methodologies”?
Quantify the performance of retrieval and generation with these open-source tools:?
Attendees will learn how to implement a complete RAG evaluation pipeline to explore design choices in a principled way, and leave with practical code examples and best practices that can be applied in real-world scenarios.
Jan 25: Women in AI RAG Hackathon (in-person)
Join us for an exciting one-day hackathon at Stanford that celebrates and empowers women in technology! Hosted in partnership with Zilliz, Women Who Do Data (W2D2) , The GenAI Collective , TwelveLabs , StreamNative , OmniStack , and Arize AI .?
?? Palo Alto, California
?? Saturday, Jan 25
?8:30 AM - 8:00 PM?
Choose your AI adventure and develop a Retrieval-Augmented Generation (RAG) system using Milvus Lite vector database technology.
Application Note: ?? Space is limited! While we can't guarantee acceptance, we encourage continued interest and applications for future events.
Feb 26: San Francisco Unstructured Data Meetup (in-person)
Join us at the AWS Loft in San Francisco for our first Bay Area Unstructured Data Meetup of 2025! We look forward to exciting talks about the latest AI innovations and more. More details coming soon.?
Sneak peek: Stefan Webb will be speaking on Combining Lexical and Semantic Search with Milvus 2.5. ??
Microsoft Certified Data Analyst ? Power Platform Advocate?? ? BI Developer ? Technical Writer ? DevRel ??
1 个月Very helpful Milvus Thanks for the mention