A summary of Explainable Artificial Intelligence mostly known as XAI. This answers the question of why we need the explanation in terms of machine learning model predictions. How does XAI work and its importance in the machine learning world. XAI is relatively a new topic in analyzing machine learning output and prediction. The main motive here is to understand the model and moreover trust the model to perform a certain task by providing a proper explanation.

1. C S E 4 2 2 - C O M P U T E R G R A P H I C S
MD.ANISUR RAHMAN
192-15-2825

2. E X P L A I N A B L E
C S E 4 2 2 - C O M P U T E R G R A P H I C S

3. CONTENTS
1)EXPLAINALBLE AI
2)PROVIDNG ANSWERS
3)CONSTITUENTS
4)METHODS
5)PROCESS
6)EXAMPLE
7)USE CASES

4. WHAT IS EXPLAINABLE AI!!??
Explainable AI (Artificial Intelligence) is a set
of tools and frameworks to help you
understand and interpret predictions
made by your machine learning models.
With it, you can debug and improve
model performance, and help others
understand your models' behavior. It is
also known as XAI. It basically helps
the human world by explaining the
factors, results and reasons for trust.

5. PROVIDING ANSWERS…
✓Describes the challenge of understanding why an
artificial intelligence algorithm makes a decision.
✓The question of “why” should be answered in an
understandable and interpretable way.
✓ The question of whether artificial intelligence can
be explained.
✓“How does AI work?” or “how does the AI arrive
at this result”

6. WHY THE EXPLANATION

7. Questions around AI explainability help us understand
how data, predictions and algorithms influence decisions.

8. EXPLAINABLE AI CONSTITUENTS

9. LIME -
Local
Interpretable
Model-agnostic
Explanations
SHAP -
SHapley Additive
exPlanations
ELI5 -
Explain Like I'm
Five
Skater -
Skater is a
unified
framework
What – If -
easy-to-use
interface for
expanding
understanding of
a black-box
Explainable AI Methods

11. EXAMPLE

12. EXAMPLE

13. USE CASES

14. THANK YOU
“ O U R I N T E L L I G E N C E I S W H AT M A K E S U S H U M A N ,
A N D A I I S A N E X T E N S I O N O F T H AT Q U A L I T Y ”
– YA N N L E C U N