XAI in action

Explainable Artificial Intelligence (XAI) Concepts

Folkert Stijnman

ML Engineer

Computer vision: detecting skin cancer lesions

Analyzing skin lesions for the detection of skin cancer
Deep learning model with a high accuracy based on intricate patterns in the image
Complexity might seem like a 'black box'

graphic showing detection of skins lesions through the usage of AI

¹ Mahmud, F., Mahfiz, M. M., Kabir, M. Z. I., & Abdullah, Y. (2023). An Interpretable Deep Learning Approach for Skin Cancer Categorization. arXiv preprint arXiv:2312.10696.

Computer vision: detecting skin cancer lesions

AI skin lesion detection

picture of skin lesion

AI system highlights areas most indicative of malignancies
Enables the decision making of dermatologist
Confidence score provides risk indication

Natural language processing: sentiment analysis

a graphic showing three different reviews about a shop both positive and negative

Natural language processing: sentiment analysis

Positive review graphic on positive review, with highlighted words

Negative review a graphic showing a negative review

Let's practice!

Explainable Artificial Intelligence (XAI) Concepts