Explainable and Interpretable AI for medical device certification
Overview
In recent years, artificial intelligence (AI) has shown great promise in medicine and medical device applications. However, interpretability (or in deep learning, “Explainable AI”) requirements make AI applications difficult in the medical devices industry, due to strict regulation guidelines.
Interpretable machine learning provides techniques and algorithms that overcome the black-box nature of AI models. By revealing how various features contribute (or do not contribute) to predictions, you can validate that the model is using the right evidence for its predictions and reveal model biases that were not apparent during training.
In this session, we will demonstrate various interpretability methods available in MATLAB that overcome the black box nature of AI algorithms, useful for building/getting trust in machine learning and deep learning, and validating that models are working.
We’ll also explore the workflow for using artificial intelligence techniques to build digital health applications that comply with global medical regulations.
Highlights
- Choosing a method for interpretability based on type of data
- Applying interpretability methods to explain model predictions
- Explainable AI for Medical Images
- Certification workflows for medical AI
About the Presenter
Sammit Jain | Application Engineer | MathWorks
Sammit is an AI Application Engineer at MathWorks. He works closely with engineers and researchers – focusing on AI development all the way to deployment. In the last 5 years at MathWorks he has combined his experience in software development, Machine Learning, IPCV and Natural Language Processing (NLP) to solve complex multidisciplinary problems across industries like Medical devices, Energy Production, and Finance. Prior to joining MathWorks, he worked on bioimage analysis as a research fellow at Institut Pasteur, Paris. He has a Master’s degree in Mathematics and a Bachelor’s degree in Electrical and Electronics Engineering from BITS Pilani – Goa.
Product Focus
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