Knowledge graphs, meet Deep Learning

Knowledge graphs generation is outpacing the ability to intelligently use the information that they contain. Octavian’s work is pioneering Graph Artificial Intelligence to provide the brains to make knowledge graphs useful. Our neural networks can take questions and knowledge graphs and return answers. Imagine: a google assistant that reads your own knowledge graph (and actually […]

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Building a production-ready, graph-based enterprise application in the cloud

CELUM set out to develop its own reactive graph driven architecture to provide the best user experience for workrooms.net. This talk discusses the benefits and drawbacks of using a customized graph data model within a cloud-based enterprise application. The unique aspects presented are a type-safe query language atop Gremlin available within back-end and front-end, our […]

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Crafting a Knowledge Graph Strategy – What to think about

Executing successfully a Knowledge Graph initiative in an organization requires a series of strategic decisions that need to be taken before and during the execution. Issues like how to balance the (inevitable) knowledge quality trade-offs, how to prioritize knowledge evolution, or how to allocate resources between new knowledge delivery and technology improvement, are often not […]

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AI tribes and interconnections: what’s graph got to do with it?

Most of the kind of AI that gets the spotlight these days revolves around machine learning. But there actually are many approaches, or tribes, in AI. What is the role of knowledge representation and reasoning, or symbolic AI, today? How can more traditional, knowledge-based approaches connect with, and contribute to, machine learning for better AI? […]

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Building knowledge graphs in the real world

As the interest in, and hype around, Knowledge Graphs is growing, there is also a growing need for sharing experience and best practices around them. Let’s talk about definitions, best practices, hype, and reality. What is a Knowledge Graph? How can I use a Knowledge Graph & how do i start building one? This panel […]

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Building, and communicating, a knowledge graph in Zalando

When we set out to build a knowledge graph at Zalando, most people did not know how to build one, or considered machine learning as the better solution. However, endorsement from upper management led to the current project, where we use ontologies to improve the customer search and browsing experience. There are many unique things […]

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