Zainul Khanzainul.hashnode.dev·18 hours agoUnderstanding Embeddings and Cosine Similarity: A Beginner's GuideHere is a stepping stone towards your journey to AI ! Imagine you're trying to teach a computer to understand words, sentences, or even images. How would you represent these things in a way that a computer can understand and work with? This is where ...openai
Yashraj Tartesyntaxstation.hashnode.dev·Feb 8, 2025Methods to Supercharge Your Real-World RAG Systems—Part 1Introduction In theory, it's easy to roll out a RAG system—hook up a vector database, process documents, embed the data, embed the query, query the vector database, and prompt the LLM. But in reality, transforming a prototype into a high-performance...Retrieval-Augmented Generation (RAG)
TorqueforMechCloudblog.mechcloud.io·Feb 5, 2025Discover the Leading Vector Databases for GenAI in 2025Vector databases have emerged as a critical component in the rapidly evolving field of artificial intelligence (AI). Unlike traditional databases that store data in rows and columns, vector databases are specifically designed to handle high-dimension...7 likesvector database
Kanishk Chauhaninsights-for-vector-and-raster-data.hashnode.dev·Feb 2, 2025Unlocking The World Of Vector And Raster Data Using The Key Of The BlogINTRODUCTION The “vector and raster data models” introduced are the primary data models of geospatial data discussed in my previous blog. Simply, vector and raster elaborate on which type of location-based condition we have to work on. VECTOR DATA · ...vector vs raster
TechKareertechkareer.hashnode.dev·Feb 1, 2025Beyond the Tables: Diving into the World of Vector DatabasesDo traditional databases feel limiting for modern AI-driven use cases? Enter the world of vector databases, where meaning trumps keywords, and similarity is the name of the game. Today, we’re diving deep into this fascinating area, guided by the expe...Databases
Shreyas DhawareforFutureSmart AI Blogblog.futuresmart.ai·Jan 31, 2025Building a RAG System with Async FastAPI, Qdrant, Langchain and OpenAIIntroduction In the era of advanced AI applications, Retrieval-Augmented Generation (RAG) stands out as a game-changing approach. By combining retrieval techniques with generative models, RAG enhances the quality, accuracy, and relevance of generated...4 likes·293 readsMastering Qdrant with LangChain: From Setup to Scalable RAG ApplicationsFastAPI
Pruthviraj MahalungeforFutureSmart AI Blogblog.futuresmart.ai·Jan 31, 2025Building an Async Similarity Search System from scratch with FastAPI and Qdrant VectorDBIntroduction Search engines and retrieval systems have evolved to become remarkably intelligent. They no longer rely on exact keyword matches or rigid rules to find what you're looking for. Instead, they understand the context and meaning behind your...4 likes·147 readsMastering Qdrant with LangChain: From Setup to Scalable RAG Applicationsqdrant
DeDevsblog.dedevs.club·Jan 31, 2025Harnessing the Benefits of Vector DatabasesIn the ever-evolving universe of machine learning and artificial intelligence, vector databases have emerged as unsung heroes. While large language models (LLMs) and cutting-edge neural networks often steal the show, vector databases quietly lay the ...VectorSearch
Matt MulvaneyforHot off the Application Expressmattmulvaney.hashnode.dev·Jan 27, 2025APEX 24.2 RAG Search with apex_ai - Search your Database RecordsIn this blog, We are going Vectorize our EMP table by creating embeddings. We’re going to perform a Vector Search for ‘Who is the President?’ When the record comes back we’ll use Generative AI with the same question to give a natural language resp...8 likes·361 readsorclapex
Matt MulvaneyforHot off the Application Expressmattmulvaney.hashnode.dev·Jan 27, 2025Configuring the OCI Vector Provider in APEXIn this blog, I configure the OCI Vector Provider in APEX and then test it out in SQL Workshop. Alternative you can install ONNX on Autonomous DB quite easily by following this guide. If you want it on Premise then you first need to install DBMS_CLOU...3 likes·219 readsorclapex