Machines cannot handle variances, anomalies, or any type of irregularity by default. Human decision making is a powerful mechanism based on contextual intelligence, to achieve a higher degree of accuracy, machines need to know more about what we know, and get trained, and this will inevitably change how we see Digital Transformation efforts within organizations of all industries
In 2021, Recent data integration methods include Enterprise Knowledge Graph, which implements data and knowledge based management combined in one. That not only means EKGs will be read by machines, but also understandable, imagine encoding the real world context in real time.
Semantic Graphs
Managing data algorithmically, means data should always be meaningful, however regular relational data doest represent the complex real world connections. Here comes the role of Semantic graphs, which is one of the fastest evolving methods. Semantic graphs can be looked at in any segmented way to collect a full picture of connected data and their relationships.
The Next Generation Data Fabric
Over the years, data took a lot of shapes and types, from data warehouses, to data lakes. They held promising centralized data assets. For businesses who went through those eras of data management, a powerful query service in the new data fabric system, connecting all fragments together, is what makes data truly actionable.