Understand the paper: An explainable AI decision-support-system to automate loan underwriting
Contributors
- Objectives
- Understanding belief-rule-base (BRB) approach to exaplain AI models
- Potential Use Cases
- Automate loan underwriting
- Who is This For ?
- INTERMEDIATEPeople with basic knowledge on machine learning and explainable AI.
Click on each of the following annotated items to see details.
Resource Asset4/4
VIDEO 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?
60 minutes
PAPER 2. Understanding Belief Rule Base (BRB) expert system
- What is Belief Rule Base (BRB) expert system?
30 minutes
PAPER 3. A strategy to interpret BRB expert System
- How can we interpret BRB expert system locally and globally?
30 minutes
PAPER 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?
60 minutes
Concepts Covered
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