{"product_id":"graph-databases-for-data-analytics-and-ai","title":"Graph Databases for Data Analytics and AI","description":"\u003cdiv\u003e\n\u003cp\u003eIn this \u003cstrong\u003eGraph Databases for Data Analytics and AI Training\u003c\/strong\u003e course, you will learn how databases for graph data can support data analytics and artificial intelligence in ways not practical with traditional relational databases. You will see practical and profitable use cases and understand the importance of graph data in today’s world. You will master the practical aspects of importing and exporting data for graph databases, and how graph databases are searched and queried.\u003c\/p\u003e\r\n\u003cp\u003eGraph databases are also ideal for the representation of human knowledge, not just simple facts. You will understand how knowledgebase graphs integrate with artificial intelligence systems and learn to use these systems to provide business analyses and insights.\u003c\/p\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch3\u003eGraph Databases for Data Analytics and AI Benefits\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cb\u003eIn this course, you will:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eLearn what graph data is and why graph data is critical in today’s business environment.\u003c\/li\u003e\n\u003cli\u003eSee how businesses and government agencies are using graph data.\u003c\/li\u003e\n\u003cli\u003eExplore the differences among the many graph database platforms.\u003c\/li\u003e\n\u003cli\u003eUnderstand the different file formats used to import and export graph data.\u003c\/li\u003e\n\u003cli\u003eQuery graph databases to obtain specialized data and important insights.\u003c\/li\u003e\n\u003cli\u003eUnderstand the differences among the different query languages for graph data.\u003c\/li\u003e\n\u003cli\u003eLearn how human knowledge can be represented using knowledge graphs.\u003c\/li\u003e\n\u003cli\u003eConstruct a database of knowledge, as opposed to simple facts.\u003c\/li\u003e\n\u003cli\u003eUse a “knowledgebase” to infer new insights not present in the stored data.\u003c\/li\u003e\n\u003cli\u003eUnderstand how the techniques of graph data and advanced neural networks can work together for advanced data analytic and artificial intelligence systems.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cb\u003eTraining Prerequisites\u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003eAttendees should have a general understanding of the fundamentals of databases, but database experience is not required. Experience with some programming or scripting language is expected, but a detailed knowledge or Python is not required.\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\u003ch3\u003eGraph Databases for Data Analytics and AI Training Outline\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 1: Why Graph Databases are Important\u003c\/h4\u003e\n\u003cp\u003e\u003cb\u003eObjectives\u003c\/b\u003e:\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eUnderstand what graph data is and why it is important\u003c\/li\u003e\n\u003cli\u003eExplore a few or the many practical applications of graph databases\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eContents:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eWhat are graphs?\u003c\/li\u003e\n\u003cli\u003eHow graphs are used to provide structure to data\u003c\/li\u003e\n\u003cli\u003eBusiness use-cases of graph databases\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 2: Foundations of Graphs and Graph Data\u003c\/h4\u003e\n\u003cp\u003e\u003cb\u003eObjectives:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eStoring graph data in simple files\u003c\/li\u003e\n\u003cli\u003eWhat is a relational database?\u003c\/li\u003e\n\u003cli\u003eHow graph databases differ from traditional relational databases\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eContents:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eHow graphs are used to provide structure to data\u003c\/li\u003e\n\u003cli\u003eGraph software\u003c\/li\u003e\n\u003cli\u003eGraph data in files\u003c\/li\u003e\n\u003cli\u003eFile format alternatives\u003c\/li\u003e\n\u003cli\u003eScripts for manipulating and characterising graph data\u003c\/li\u003e\n\u003cli\u003eDiagramming graphs\u003c\/li\u003e\n\u003cli\u003eDiagramming graphs with Python\u003c\/li\u003e\n\u003cli\u003eUsing GraphViz software\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 3: Graph Database Platforms\u003c\/h4\u003e\n\u003cp\u003e\u003cb\u003eObjectives:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eExamine commercial graph database systems\u003c\/li\u003e\n\u003cli\u003eUnderstand the differences among graph database systems\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eContents:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eOptions for graph database systems\u003c\/li\u003e\n\u003cli\u003eIntroduction to Neo4j\u003c\/li\u003e\n\u003cli\u003eIntroduction to GraphDB\u003c\/li\u003e\n\u003cli\u003eIntroduction to CogniPy\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 4: Querying and Analysing Graph Data\u003c\/h4\u003e\n\u003cp\u003e\u003cb\u003eObjectives:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eLearn how to query data in a graph database\u003c\/li\u003e\n\u003cli\u003eUnderstand the differences among graph database query languages\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eContents:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eUsing the Neo4j browser\u003c\/li\u003e\n\u003cli\u003eThe Cypher® graph query language\u003c\/li\u003e\n\u003cli\u003eStructure of Cypher® queries\u003c\/li\u003e\n\u003cli\u003eViewing and interpreting query results\u003c\/li\u003e\n\u003cli\u003eOther graph query languages\u003c\/li\u003e\n\u003cli\u003eGraphQL\u003c\/li\u003e\n\u003cli\u003eGremlin\u003c\/li\u003e\n\u003cli\u003eSPARQL\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 5: Using Graph Database APIs to Build Systems\u003c\/h4\u003e\n\u003cp\u003e\u003cb\u003eObjectives:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eUnderstand how APIs are used to build a system\u003c\/li\u003e\n\u003cli\u003eExplore some examples using Python\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eContents:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eUsing Python to manage and query a Neo4j graph database\u003c\/li\u003e\n\u003cli\u003eHow graphs are used to provide structure to data\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 6: Knowledge Graphs\u003c\/h4\u003e\n\u003cp\u003e\u003cb\u003eObjectives:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eLearn how human knowledge can be represented in graph data using semantic nets\u003c\/li\u003e\n\u003cli\u003eCreate a simple knowledge graph\u003c\/li\u003e\n\u003cli\u003eUnderstand ontologies\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eContents:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eSemantic nets and the Resource Description Framework (RDF)\u003c\/li\u003e\n\u003cli\u003eFormats for representing RDF triples\u003c\/li\u003e\n\u003cli\u003eOntologies\u003c\/li\u003e\n\u003cli\u003eThe structure of ontology documents\u003c\/li\u003e\n\u003cli\u003eTools for creating and editing ontologies\u003c\/li\u003e\n\u003cli\u003eProtege and other Tools\u003c\/li\u003e\n\u003cli\u003eSemantic Nets and Knowledge graphs\u003c\/li\u003e\n\u003cli\u003eLoading knowledge graphs into a graph database\u003c\/li\u003e\n\u003cli\u003eApplying logic-based “reasoners” to knowledge graphs\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 7: Graph Neural Networks\u003c\/h4\u003e\n\u003cp\u003e\u003cb\u003eObjectives:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eUnderstand the Need for “Hybrid” AI\u003c\/li\u003e\n\u003cli\u003eApplying convolutional neural networks to graph data\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eContents:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e“Hybrid” AI\u003c\/li\u003e\n\u003cli\u003eCreating graph neural networks\u003c\/li\u003e\n\u003cli\u003eApplying convolutional neural networks to graph data\u003c\/li\u003e\n\u003cli\u003eReview the basics of convolutional neural networks\u003c\/li\u003e\n\u003cli\u003eTraining the hybrid AI\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e","brand":"Learning Tree","offers":[{"title":"267D25US \/ 2026-07-08T09:00:00 \/ Herndon, VA","offer_id":48216547131611,"sku":"US-1294-IL","price":2228.0,"currency_code":"USD","in_stock":true},{"title":"269C45US \/ 2026-09-09T09:00:00 \/ Herndon, VA","offer_id":48216547164379,"sku":"US-1294-IL","price":2228.0,"currency_code":"USD","in_stock":true},{"title":"26BB30US \/ 2026-11-04T09:00:00 \/ Herndon, VA","offer_id":48216547197147,"sku":"US-1294-IL","price":2228.0,"currency_code":"USD","in_stock":true},{"title":"271B29US \/ 2027-01-06T09:00:00 \/ Herndon, VA","offer_id":48216547229915,"sku":"US-1294-IL","price":2228.0,"currency_code":"USD","in_stock":true},{"title":"273B09US \/ 2027-03-10T09:00:00 \/ Herndon, VA","offer_id":48334734295259,"sku":"US-1294-IL","price":2228.0,"currency_code":"USD","in_stock":true},{"title":"275B17US \/ 2027-05-12T09:00:00 \/ Herndon, VA","offer_id":48762861191387,"sku":"US-1294-IL","price":2228.0,"currency_code":"USD","in_stock":true}],"url":"https:\/\/learningtreeinternational-dirinfosec-hhs.myshopify.com\/products\/graph-databases-for-data-analytics-and-ai","provider":"Learning Tree International","version":"1.0","type":"link"}