Ali YazdizadehforDataChef's Blogblog.datachef.co·Oct 24, 2024From Information to Knowledge: How to Talk to Knowledge GraphsIn the previous parts of this series, we explored the foundational aspects of Knowledge Graphs (KGs), including their difference from traditional databases and the critical role that ontology plays in structuring and organizing data. Now that we have...Discuss·82 readsllm
Ali YazdizadehforDataChef's Blogblog.datachef.co·Oct 17, 2024From Information to Knowledge: Ontology in Knowledge GraphsIn the first part of this series, we explored how knowledge graphs are fundamentally different from traditional databases by shifting focus from isolated pieces of information to connected relationships. We also discussed various storage mechanisms f...Discuss·49 readsknowledge graph
Ali YazdizadehforDataChef's Blogblog.datachef.co·Oct 9, 2024From Information to Knowledge: Part 1 Knowledge Graph DatabasesWhat and Where vs How and Why: Information vs Knowledge Since the start of the IT revolution, we've been storing data with the expectation that it will help us answer future questions. However, the types of questions we aim to answer have evolved ove...Discuss·91 readsknowledge graph
Saurabh Naiksaurabhz.hashnode.dev·Apr 12, 2024Unraveling Complexity: Advanced Knowledge Graph RAG with Relationship-Aware RetrievalIntroduction: In the ever-expanding landscape of data, understanding the intricate relationships between pieces of information is crucial for unlocking deeper insights and facilitating more meaningful interactions. Building upon the foundations of ba...Discuss·27 readsGenerative AIgenerative ai
Saurabh Naiksaurabhz.hashnode.dev·Apr 12, 2024Navigating Knowledge Landscapes: Building Basic Knowledge Graphs with Vector SearchIntroduction: In the vast expanse of data, finding relevant information can feel like searching for a needle in a haystack. Traditional search methods often fall short when it comes to understanding the context and relationships between different pie...DiscussGenerative AIgenerative ai
Saurabh Naiksaurabhz.hashnode.dev·Apr 10, 2024Knowledge Graphs: Exploring Cypher Queries for Effective Data RetrievalIntroduction: In the ever-expanding landscape of data management, knowledge graphs stand out as powerful tools for organizing and leveraging information. A knowledge graph, structured as a database comprising nodes and relationships, offers a dynamic...DiscussGenerative AIData Science
Akriti Upadhyayakritiu.hashnode.dev·Jan 18, 2024Building Advanced RAG Applications Using FalkorDB, LangChain, Diffbot API, and OpenAIIntroduction The introduction of the Knowledge Graph Database in the realm of evolving Large Language Models has changed the way RAG applications are getting built. Since RAG mitigates knowledge limitations like hallucinations and knowledge cut-offs,...Discuss·1 like·64 readsfalkordb
NebulaGraph Databasenebulagraph-database.hashnode.dev·Sep 8, 2023Graph RAG ：Unleashing the Power of Knowledge Graphs with LLMIn the era of information overload, sifting through vast amounts of data to provide accurate search results in an engaging and comprehensible manner has become an uphill battle. Traditional search enhancement techniques often fall short when it comes...Discussknowledge graph
NebulaGraph Databasenebulagraph-database.hashnode.dev·Aug 31, 2023Integrating LLM with NebulaGraph: Enabling Knowledge Graphs via Natural LanguageAs AI applications, like ChatGPT, gain popularity globally, large language models (LLMs) have garnered significant attention from both enterprises and individual users across various industries. Graph databases, which structure and link information g...Discussknowledge graph
MemgraphforMemgraphmemgraph.hashnode.dev·Jan 18, 2023Best Python Packages (Tools) For Knowledge GraphsA Knowledge Graph is a reusable data layer that is used to answer sophisticated queries across multiple data silos. With contextualized data displayed and organized in the form of tables and graphs, they achieve pinnacle connectivity. They can quickl...Discuss·94 readsPython
