Expert Systems
For vertical and/or niche specific domain areas to be targeted we use Large Language Models (LLMs) to deliver structured knowledge-base models, Decision-Making Tools (stochastically and inference-based), Internet of Things (IoT) to combining IoT data with Cloud technologies, and Digital Twins.
EXPERT SYSTEMS
By using Machine-Learning (ML) for expert systems by leveraging the inference engine procedures, we provide the ability to “jumpstart” projects, and to minimize the design, development and deployment cycles. By leveraging predictive modeling, we help to handle the uncertainties and the unknowns encountered in workflow processes.
BAYESIAN NEURAL NETWORKS
We have chosen Bayesian Networks as a graphical modeling tool to manage a domain knowledge into a network of causes and effects between key variables. For each variable associated with a cause, probability is used to specify the extent that one variable affects the other. Our Bayesian Networks can operate with multiple sources of information operational analytics.
PREDICTIVE ANALYTICS
Predictive Analytics can improve the performance with powerful capabilities for visual analysis, discovery, reporting, and forecasting. The Bayesian Neural components can rapidly process the decision-support and augment the performance by integrating AI components and intuitive customizable modules for the analysis processing.
THE EXABASE APPROACH
We use the most mathematically sound principles (uncertainty and belief networks), and the most up to date statistics for decision making. Our Smart Frameworks pragmatically embrace AI techniques to create, scalable and reliable transactional application.
DATA MODELING & INFERENCE
We utilize Bayesian Networks because they are not dependent on having all information about a problem in order to effectively model it. All variables in a network are encoded with probability. We leverage the Bayesian Networks for their efficiency in modeling complex areas in which sound analysis is needed, but where uncertainty exists.
SMART FRAMEWORKS
We deploy Smart Frameworks that pragmatically embrace AI techniques and technology to create mission-critical, scalable and reliable transactional application systems.
Smart Frameworks can enable powerful decision-support systems that are easy to use, flexible, and scalable for decision making.