AI-Accelerated Product Development
Understand the paper: An explainable AI decision-support-system to automate loan underwriting
Total time needed:
See details (learning objective, target audience, etc)...
Understanding belief-rule-base (BRB) approach to exaplain AI models
Potential Use Cases
Automate loan underwriting
People with basic knowledge on machine learning and explainable AI.
Go through the following
1. Explaining the decisions of automated loan decision support system
Manual underwriting are paper based and incovnient, can we automate the underwriting process?
Can we take an advantage of explainable AI to understand the decisions?
2. Understanding Belief Rule Base (BRB) expert system
What is Belief Rule Base (BRB) expert system?
3. A strategy to interpret BRB expert System
How can we interpret BRB expert system locally and globally?
4. Explaining automated decisions of Belief Rule Based loan underwritings expert system
How to deal with lack of explainability in the AI model?
How to represent knowledge by using rules?
What are the limitations of Belief Rule Based expert systems?
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