4.90(98 Ratings)

XAI with Python

About Course

With shifting customer sentiment and movements to regulate AI, aspects like interpretability, fairness and safety are becoming more important. This course gives you the tools to help stay ahead of those trends. We learn to build interpretable models and explain those models using LIME, SHAP, PDPs, ICE Plots, ALEs and Friedman's H-stat. The course is ideal for anyone who wants to take their first steps towards becoming an XAI expert.
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What I will learn?

  • Introduction to XAI
  • Building interpretable models
  • LIME
  • SHAP
  • PDPs and ICE Plots
  • ALEs
  • Friedmans H-Stat
  • Giving human-friendly explanations

Course Parts

Course Info

  • Outline
    00:00
  • Code and Requirements
    00:00

Introduction to XAI

Linear Models

Model Agnostic Methods

Student Ratings & Reviews

4.9
Total 98 Ratings
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1 Rating
HZ
3 days ago
very helpful contents!
FL
4 days ago
It is a very informative introductory course! Good for researchers who want to start their XAI research!
HC
5 days ago
The course balances beween detailed explanations and easy-to-grasp content. Congratulations for having such a well-prerared material and structure!
LL
6 days ago
Extremely Helpful for explain more details on how models work
JS
1 week ago
a good start for a beginner! The course is well designed for understanding!
CV
2 weeks ago
Really nice content!!
HG
3 weeks ago
very informative and concise. helped a lot to understand xai
Great course, very clear and concise. Maybe more examples or exercises would help!
OB
1 month ago
Nice course and introduction to XAI
AH
1 month ago
Awesome course. Very hard to find good quality information on XAI online. This is well organized and well explained.
NM
1 month ago
Was stuck up on too much of resources! Really streamlined my vision of XAI, and I'm just getting started. Thanks!
JK
2 months ago
Amazing resource for being free!
R
2 months ago
Great materials!
MA
2 months ago
Great course! Video lectures a bit slow moving, if lectures were focused on more on explanation could have been better. But the eBook is great. Easy to understand.
MK
3 months ago
It's an awesome course for someone new to the concept of XAI.

Keep up the good work!

Cheers
TP
3 months ago
My first steps on these topics helped me a lot!
AY
3 months ago
The course was very nice.I have lern lot of this from this course
AL
3 months ago
So far , so good . The explanations are clear and lucid for anyone to follow . Hope you bring out more such courses
ML
3 months ago
So far, does a great job providing an overview of what XAI is, allowing the student to understand which tool is best for each situation.
PA
3 months ago
very helpful as a free course
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Material Includes

  • Video tutorials
  • Articles
  • Code

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