Under the high patronage of his majesty the King Mohammed VI
Devoxx Morocco 2022 🇲🇦 October 4-6, Taghazout Agadir, Morocco.
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Under the high patronage of his majesty the King Mohammed VI
Devoxx Morocco 2022 🇲🇦 October 4-6, Taghazout Agadir, Morocco.

Speaker details

SARA EL-ATEIF
TFUG Casablanca

Sara EL-ATEIF is a Ph.D. student at ENSIAS, UM5R Morocco, and a Google Ph.D. Fellow. She is part of the Diversity & Inclusion group of the Python Software Foundation, Lead of the TFUG Casablanca chapter as well as organizer at GDG & WTM Casablanca, and a Life member at Omdena. She likes to contribute to AI4Good projects using her machine learning knowledge to create a positive impact on society. Previously, as a Machine Learning Pathway Mentor at STEM-Away, she got to actively help enthusiasts get started in machine learning and draft the bio-ML and NLP virtual internship projects. She is also involved in several competitions to improve her skills with the AI Wonder Girls.

Investigate your ML model's prediction 🔬
Conference (INTERMEDIATE level)
Tiznit

Investigate your ML model's prediction 🔬(Diabetic Retinopathy diagnosis use case)


Plan:

1) What is XAI?

2) Why do we need it?

3) Some XAI tools and when to use them.

4) What’s DR? How do we diagnose it?

5) Build your DR diagnosis model.

6) Experiments.

7) Understand your model’s prediction using XAI libraries like GradCAM.

8) Conclusion and future perspectives.

Please note that this presentation will focus more on the explainability part than on model creation.


Description:

Learn how to interpret your model's prediction by understanding what you're looking for and using the XAI (i.e. Explainable AI) tools to investigate the areas (for computer vision applications) your model pays attention to, to provide you with the prediction.

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