4.90(89 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 89 Ratings
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AH
1 week ago
Awesome course. Very hard to find good quality information on XAI online. This is well organized and well explained.
NM
2 weeks ago
Was stuck up on too much of resources! Really streamlined my vision of XAI, and I'm just getting started. Thanks!
JK
2 weeks ago
Amazing resource for being free!
R
2 weeks ago
Great materials!
MA
1 month 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
2 months ago
It's an awesome course for someone new to the concept of XAI.

Keep up the good work!

Cheers
TP
2 months ago
My first steps on these topics helped me a lot!
AY
2 months ago
The course was very nice.I have lern lot of this from this course
AL
2 months ago
So far , so good . The explanations are clear and lucid for anyone to follow . Hope you bring out more such courses
ML
2 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
2 months ago
very helpful as a free course
CJ
2 months ago
very good course helped me learn pretty quickly
LS
2 months ago
Very Good
MR
3 months ago
The author give us a good and easy idea about what is XAI. Very nice course!
SA
3 months ago
Easy to understand for me as a beginner. Thank you very much dear instructor.
AZ
3 months ago
Had to finish the course in one night. Could not stop.
KS
4 months ago
Really interested in XAI, looking forward to learn impressive things from you!
IR
4 months ago
Great course, gives a good insightful explanation, helps to build a good intuition for the agnostic interpretation methods.
TP
4 months ago
Great couse, loving the explanations, hoping to learn a lot. Maybe more examples or exercises would help!
AT
4 months ago
Great course that also gave insights in the theory of XAI
(didn't made working of XAI black boxed)
$99.00

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Material Includes

  • Video tutorials
  • Articles
  • Code

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