4.94(50 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 50 Ratings
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JL
5 days ago
Yes, the video lectures are very helpful! Thank you!
DV
1 week ago
Great Course!
LM
2 weeks ago
Very clear and simple explanations. Great work !
SD
2 weeks ago
My college major project involves application of XAI and I stumbled upon this course just at the right moment. The course provides a very comprehensive form of learning making it very easy for beginners as well. So far it has been great learning!
I'm impressed by the quality of the content
LL
3 weeks ago
Love the course, very well structured and clearly explained. Thanks!
NA
3 weeks ago
I'm just writing my Master's thesis on this topic. Thank you so much for the course, this is quite an interesting topic.
IC
3 weeks ago
Really good explanations, with total free speech and a clear way to think and expose it with funny video effects and memes.
MS
3 weeks ago
Great course, really clear explanations and materials. Really looking forward to new updates and content from you.
LO
4 weeks ago
Thanks for a great tutorial. Very neat and well explained.
DZ
4 weeks ago
I thoroughly enjoy this course, and the teacher adeptly facilitates comprehension of the topics! 🙌 I have just one suggestion: to equally emphasize models for problems such as regression and classification
DS
4 weeks ago
I'm only done with the first half of the course, but the knowledge and insights that I've gotten from it are already worth the price.
DD
1 month ago
I'm really enjoying learning about XAI and looking forward to learning from the complete XAI book too!

One of the best courses on explainable AI on the web! It has helped me understand the subject. Thank you very much!
OB
1 month ago
I've exploring XAI and it's so interesting, hope new learning will definitely benefit, so excited to learn from the full book of XAI too!
LJ
1 month ago
Good course. It would be more useful for academics if relevant papers are linked to the course chapters.
IL
1 month ago
Great course!, Very usefull to understand the matter. Thanks a lot!
AB
1 month ago
One of the best courses about Explainable AI on the web. Well organized and structured. Lessons are very comprehensible. They give a good general overview and cover most of the key techniques. Thank you.
AS
1 month ago
The explanations are really worthy. Thank you so much.
IJ
2 months ago
I am so glad I came across your videos, first on YouTube.
Looking forward to learn, as it's so structured and intuitive
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Material Includes

  • Video tutorials
  • Articles
  • Code

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