ArangoGraphML: Simplifying the Performance of Automatic Graph Learning – LeLézard.com

Class in: science and technology
Theme : New products and services

Next-generation analytics and graphics platform, now with machine learning (ML) and data science capabilities to accelerate innovation

SANFRANCISCO, Oct. 11, 2023 /PRNewswire/ — ArangoDB, the company behind the most comprehensive and scalable analytics and graphics platform, announced the release of ArangoGraphML, a fully managed machine learning and intuitive graphics platform.

In today’s unpredictable environment, companies must balance profitability, customer satisfaction and revenue growth while protecting against fraud and security risks. Deeply connected graphical data and machine learning provide the key to extracting valuable insights for optimal decision making in these areas. However, the adoption of graph-based machine learning has historically been hampered by its extreme complexity, low precision, and need for expertise.

ArangoGraphML fills these gaps by providing automatic, out-of-the-box graph-based learning as a service, helping experts and novices gain deeper insights and predictions from their data. ArangoGraphML integrates with the cloud-based analysis and graphics platform ArangoGraph. With this release, ArangoGraph offers users a comprehensive set of data management and analysis tools, all unified by a powerful query language that natively integrates graphs, JSON, full-text search, and now machine learning.

Some experience reports about GraphML and ArangoDB:

GraphML was the domain of highly qualified graduate students and data scientists. They made it accessible to a much wider audience. – ErikJ.Larson, author of “The Myth of Artificial Intelligence.”

The platform systematizes at scale, adding graphical features and integrations to your typical transaction-level models. – Satheesh Ramachandran, head of AI and analytics products at Charles Schwab, a fraud detection service.

My team was very impressed with ArangoDB’s GraphML approach. Their low-code Python strategy also allows us to easily try out new machine learning methods and evaluate GraphML concepts using ArangoDB’s built-in database integration. – GarethBlock, CEO and Founder of ThirdInsight.

The ArangoGraphML platform is a managed service that offers ease of use, high performance, efficiency and accuracy. Given the advantage every organization is currently seeking to achieve, improving accuracy can have a significant impact. We are very excited about the launch of ArangoGraphML, which we have been working on for years. The feedback has been very positive and we believe the power of GraphDB and machine learning will create tremendous business value for our customers in real-world use cases,” said ShekharIyer, CEO of ArangoDB.

The ArangoGraphML platform leverages cutting-edge advances in graph machine learning, particularly graph neural networks (GNN), and integrates these techniques into a seamless end-to-end lifecycle. Using Jupyter notebooks, widely known for their intuitive interface, she monitors every step, from data preparation to predictive training. With its ease of use and robust features, ArangoGraphML is poised to redefine the way companies approach machine learning with graph data.

JrgSchad, CTO of ArangoDB, said that graph machine learning represents the next level of machine learning and data science, looking at data not as isolated data points but in context. This enables faster and more accurate analysis. Given our long history of graphs and our mission to simplify access to their power, we are excited to take the same approach to the machine learning ecosystem. Building production-quality machine learning pipelines is challenging, and ArangoGraphML offers best practices and combines some of the leading opensource machine learning tools into a complete end-to-end platform.

Dive into a comprehensive graph machine learning adventure with ArangoGraphML or start your exploration today with the free trial of ArangoGraphds.

Learn more:

About ArangoDB

ArangoDB is the company behind ArangoGraph: a next-generation graphics and analytics platform that enables insights into data that are difficult or impossible to obtain with traditional SQL, document and other graphics databases. This promotes faster value creation from connected data. The ArangoGraph Insights Platform is the scalable backbone for graph analytics and complex data architectures for Global2000 companies and innovative startups across many industries, including technology, financial services, healthcare, telecommunications and many others.

ArangoDBInc. was founded in Cologne in 2015. is a next-generation graphics data and analytics company based in San Francisco, California, with offices and employees around the world. To learn more, visit www.arangodb.com.

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