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awesome-knowledge-graph

by totogo

awesome listpushed almost 2 years ago

A curated list of Knowledge Graph related learning materials, databases, tools and other resources

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Knowledge Graph Toolkit

A curated collection of resources and tools for working with knowledge graphs, including databases, frameworks, and visualization tools.

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What's in the list

104 links in 17 sections, with live GitHub stats.activeno commit in 2y

Infrastructure / Graph Databases

  • AgensGraph

    multi-model graph database with SQL and Cypher support based on PostgreSQL

  • ArangoDB

    highly available Multi-Model NoSQL database

  • Atomic-Server

    open-source type-safe graph database server with GUI, written in rust. Supports , JSON & RDF

  • Blazegraph

    GPU accelerated graph database

  • Cayley

    open source database written in Go

  • CosmosDB

    cloud-based multi-model database with support for TinkerPop3

  • Dgraph

    Fast, Transactional, Distributed Graph Database (open source, written in Go)

  • DSE Graph

    Graph layer on top of DataStax Enterprise (Cassandra, SolR, Spark)

  • TypeDB

    a database with a rich and logical type system

  • Graphd

    the Metaweb/Freebase Graph Repository

  • JanusGraph

    an open-source, distributed graph database with pluggable storage and indexing backends

  • Memgraph

    High Performance, In-Memory, Transactional Graph Database

  • Neo4j

    OLTP graph database

  • Sparksee

    makes space and performance compatible with a small footprint and a fast analysis of large networks

  • Stardog

    RDF graph database with OLTP and OLAP support

  • OrientDB

    Distributed Multi-Model NoSQL Database with a Graph Database Engine

  • TigerGraph

    a complete, distributed, parallel graph computing platform for enterprise, supporting web-scale data analytics in real-time

  • Nebula Graph

    A truly distributed, linear scalable, lightning-fast graph database, using SQL-like query language

  • HugeGraph

    An open source TinkerPop 3 compliant OLTP Graph Database with pluggable storage bakcend which is similar to JanusGraph. It also supports OLAP through Spark GraphX

  • Diffbot

    One of three Western entities to crawl a majority of the web. Largest commercially available knowledge graph

  • Weaver

    A graph database built on top of Postgres, which allows you to query the dataset in both SQL and graph query languages including SQL, SPARQL, and GraphQL

  • Kuzu

    A highly scalable, extremely fast, and very easy-to-use embeddable graph database

  • CogDB

    A Micro Graph Database for Python Applications

  • TuGraph

    Graph database behinde Alipay. It has achieved the top-ranking performance in LDBC-SNB, a globally recognised benchmark test, surpassing competing solutions

Infrastructure / Triple Stores

  • AllegroGraph

    high-performance, persistent graph database that scales to billions of quads

  • Apache Jena

    open source Java framework for building Semantic Web and Linked Data applications

  • Copernic

    Data, and its history, via change requests at scale

  • Eclipse RDF4J

    (formerly known as Sesame) is an open source Java framework for processing RDF data. This includes parsing, storing, inferencing and querying of/over such data. It offers an easy-to-use API that can be connected to all leading RDF storage solutions. It allows you to connect with SPARQL endpoints and create applications that leverage the power of linked data and Semantic Web

  • GraphDB

    enterprise ready Semantic Graph Database, compliant with W3C Standards

  • Virtuoso

    a "Data Junction Box" that drives enterprise and individual agility by deriving a Semantic Web of Linked Data from existing data silos

  • Apache Marmotta

    (retired Apache project) an open platform for linked data

  • Oxigraph

    a light wight triple store written in Rust

Infrastructure / Graph Computing Frameworks

  • Apache Giraph

    an iterative graph processing system built for high scalability

  • Apache TinkerPop

    a graph computing framework for both graph databases (OLTP) and graph analytic systems (OLAP)

  • Apache Spark - GraphX

    Apache Spark's API for graphs and graph-parallel computation

  • Tencent Plato

    a fast distributed graph computation and machine learning framework used by WeChat

  • Gradoop

    a distributed graph analytics framework based on Apache Flink

Infrastructure / Graph Visualization

  • AntV G6

    Simple, easy and complete high performance graph visualization engine written in JavaScript, from Ant Financial

  • Graphistry

    An end-to-end GPU visual graph analytics engine (Nvidia RAPIDS.ai / Apache Arrow) with interfaces including JS/React, Python (Jupyter/StreamLit), REST, rich no-code/low-code UIs for various databases, and self + cloud hosting, from Graphistry

  • Gephi

    Graph visualization platform software runs on Windows, Mac and Linux

  • KeyLines & ReGraph

    Graph visualization tookits for JavaScript and React developer from Cambridge Intelligence

  • Linkurious

    Linkurious is an enterprise ready on-premises graph visualization and analysis platform

  • Cytoscape

    Open source graph visualization platform software runs on Windows, Mac and Linux

  • Cytoscape.js

    Graph visualization tookit for JavaScript

  • Sigma.js

    JavaScript library aimed at visualizing larger graphs

Infrastructure / Graph Construction

  • Morph-KGC

    Knowledge graph generation system with RML mappings

  • Ontop

    A Virtual Knowledge Graph engine for querying SQL data sources and transform SQL data sources through R2RML mappings

  • Ontopic Studio

    A commercially supported no code software for creating and maintaining large sets of R2RML mappings

  • Termboard

    A very simple graphical editor to create Terms and Relations. It can use ChatGPT, Google Bard or any other chatbot. Ideal for beginners wanting to make and share quick sketches

Infrastructure / Languages

  • GraphQL+-

    The query language of Dgraph, which is based on Facebook's GraphQL

  • GQL

    An initiative to create a standard query language for property graph database, just like SQL for relational database

Infrastructure / Managed Hosting Services

Knowledge Engineering

  • YAGA-NAGA

    Harvesting, Searching, and Ranking Knowledge from the Web

Knowledge Engineering / Knowledge Fusion

  • Dedupe

    dedupe is a python library that uses machine learning to perform fuzzy matching, deduplication and entity resolution quickly on structured data

  • LIMES

    Link Discovery Framework for Metric Spaces

Knowledge Graph Dataset / General

  • BabelNet

    Both a , with lexicographic and encyclopedic coverage of terms, and a which connects concepts and named entities in a very large network of semantic relations, made up of about 16 million entries, called Babel synsets. Each Babel synset represents a given meaning and contains all the synonyms which express that meaning in a range of different languages

  • Wikidata

    Wikidata is a free, collaborative, multilingual, secondary database, collecting structured data to provide support for Wikipedia, Wikimedia Commons, the other wikis of the Wikimedia movement, and to anyone in the world

  • Google Knowledge Graph

    Google’s Knowledge Graph has millions of entries that describe real-world entities like people, places, and things

  • Freebase

    Large scale knowledge base originally stated by Metaweb. Later aquired by Google and used in

  • DBpedia

    DBpedia is a crowd-sourced community effort to extract structured content from the information created in various Wikimedia projects

  • XLore

    A large-scale English-Chinese bilingual knowledge graph by structuring and integrating Chinese Wikipedia, English Wikipedia, French Wikipedia, and Baidu Baike

  • The GDELT Project

    The GDELT Project monitors the world's broadcast, print, and web news from nearly every corner of every country in over 100 languages and identifies the people, locations, organizations, themes, sources, emotions, counts, quotes, images and events driving our global society every second of every day, creating a free open platform for computing on the entire world

  • YAGO

    A huge semantic knowledge base, derived from , and . Currently, YAGO has knowledge of more than 10 million entities (like persons, organizations, cities, etc.) and contains more than 120 million facts about these entities. The source code of YAGO is in this Github

  • Zhishi.me

    Knowledge Graph data extracted from the largest Chinese encyclopedias, , and

  • NELL

    Never-Ending Language Learner, read the web and extract facts from text found in web pages continuously and improve itself

  • Golden Protocol

    A decentralized canonical knowledge graph. It is open, transparent, consensus, bounty enabled and built in the age of Web 3

Knowledge Graph Dataset / Semantic Network

  • ConceptNet

    ConceptNet is a freely-available semantic network, designed to help computers understand the meanings of words that people use

  • Microsoft Concept Graph

    For Short Text Understanding

  • OpenHowNet

    An Open Sememe-based Lexical Knowledge Base in Chinese

  • WordNet

    A free large lexical database of English from Princeton University

Knowledge Graph Dataset / Academic & Research

  • AMiner

    Aminer aims to provide comprehensive search and mining services for researcher social networks

  • Microsoft Academic

    Microsoft Academic (MA) employs advances in machine learning, semantic inference and knowledge discovery to help you explore scholarly information in more powerful ways than ever before

  • AceMap

    Academic search engine based on knowledge graph which includes entities like paper, author, institution and etc

  • Semantic Scholar

    A free, AI-powered research tool for scientific literature. Collaborating with academic publishers to build a trustworthy and authoritative scientific knowledge graph

Knowledge Graph Dataset / Other Domain

  • Lynx

    an ecosystem of smart cloud services to better manage compliance, based on a Legal Knowledge Graph (LKG) which integrates and links heterogeneous compliance data sources including legislation, case law, standards and other private contracts

  • ResearchSpace

    A culture heritage knowledge graph from the British Museum

  • Unified Medical Language System (UMLS)

    The UMLS integrates and distributes key terminology, classification and coding standards, and associated resources to promote creation of more effective and interoperable biomedical information systems and services, including electronic health records

  • DrugBank

    Knowledge base for drug interactions, pharmacology, chemical structures, targets, metabolism, and more

  • STRING

    A database of known and predicted protein-protein interactions

Learning Materials / Official Documentations

Learning Materials / Community Effort

Conferences

  • Graph Connect

    powered by Neo4j

  • Graph Day

    an Independent Graph Conference from the Data Day folks

  • Connected Data London

    Connected Data London brings together 160+ Artificial Intelligence, Semantic Technology, Linked Data and Graph Database innovators, thought leaders and practitioners annually in one great conference. The conference has expanded its themes and tracks, from its roots as the primary conference for Knowledge Graphs, Linked Data and Semantics to include related Graph Database and AI / Machine Learning technologies and practical use cases

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