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Knowledge Graphs: Building Smarter Financial Services
Knowledge Graphs: Building Smarter Financial Services
Within financial services, a lot of firms are still stuck in the past, using decades old tech to compete on a whole new data-driven playing field. These firms face growing challenges from regulators, and as part-fossilized data dinosaurs, they are threatened with extinction. In this paper, Capco’s Mark Kitson explores how knowledge graphs could be the answer to this problem.
·capco.com·
Knowledge Graphs: Building Smarter Financial Services
Ramit Sawhney on LinkedIn: #IJCAI2021 #nlp #ai
Ramit Sawhney on LinkedIn: #IJCAI2021 #nlp #ai
Ecstatic for our #IJCAI2021 research paper (14% acceptance)! Presenting TEC, a dynamic time-evolving graph neural network for capturing speaker language...
·linkedin.com·
Ramit Sawhney on LinkedIn: #IJCAI2021 #nlp #ai
Knowledge Graphs: Powerful Structures Making Sense of Data
Knowledge Graphs: Powerful Structures Making Sense of Data
Data may be the world’s most valuable resource, especially in financial services, which depends on harnessing insightful data. Structures are needed to make growing banks of data decipherable and useful, such as knowledge graphs—interlinked descriptions of relevant objects and their relationships and powerful aids in understanding data.
·internationalbanker.com·
Knowledge Graphs: Powerful Structures Making Sense of Data
Foundations of Graph Neural Networks
Foundations of Graph Neural Networks
Happy to finally announce what I've been working on: an online course for GNNs! The Foundations of GNNs course will be more hands-on and community driven...
·linkedin.com·
Foundations of Graph Neural Networks
SONG: Self-Organizing Neural Graphs
SONG: Self-Organizing Neural Graphs
Recent years have seen a surge in research on deep interpretable neural networks with decision trees as one of the most commonly incorporated tools. There are at least three advantages of using...
·arxiv.org·
SONG: Self-Organizing Neural Graphs
Modeling Graph Relationships
Modeling Graph Relationships
This blog offers advice on selecting a direction of the graph relationships, supporting inverse relationships and naming a relationship.
·topquadrant.com·
Modeling Graph Relationships
Introducing Graph Store Protocol support for Amazon Neptune
Introducing Graph Store Protocol support for Amazon Neptune
Amazon Neptune is a fast, reliable, fully managed graph database service that makes it easy to build and run applications that work with highly connected datasets. Neptune’s database engine is optimized for storing billions of relationships and querying with millisecond latency. The W3C’s Resource Description Framework (RDF) model and the popular Labeled Property Graph model […]
·aws.amazon.com·
Introducing Graph Store Protocol support for Amazon Neptune
Geometric foundations of Deep Learning
Geometric foundations of Deep Learning
Geometric Deep Learning is an attempt for geometric unification of a broad class of machine learning problems from the perspectives of symmetry and invariance. These principles not only underlie the breakthrough performance of convolutional neural networks and the recent success of graph neural networks but also provide a principled way…
·kdnuggets.com·
Geometric foundations of Deep Learning