Agata Chudzińska
CTO and AI Solutions Architect at theBlue.ai, with 8+ years of experience leading and implementing AI and data-related projects for companies ranging from early-stage startups to global corporations. Passionate about languages - professionally, in the realm of NLP applications, and personally, as a multilingual speaker.
Leveraging Continual Learning for Advanced MRI Analysis
Traditional MRI (Magnetic Resonance Imaging) analysis often misses subtle abnormalities, which can be critical in diagnosing conditions like epilepsy. In this session, discover how we developed a state-of-the-art Convolutional Neural Network (CNN) using continual learning to enhance MRI diagnostic accuracy. Our approach, in collaboration with a leading European Epilepsy Center, dynamically updates with new clinical data, improving detection rates and reducing false positives.
Join us to explore:
- What Focal Cortical Dysplasias (FCDs) are and why their detection is crucial for epilepsy patients.
- The fundamentals of continual learning in AI.
- How we used this approach in practice to improve the results of our neural network and managed to publish two papers in a renowned medical journal.
CTO and AI Solutions Architect at theBlue.ai, with 8+ years of experience leading and implementing AI and data-related projects for companies ranging from early-stage startups to global corporations. Passionate about languages - professionally, in the realm of NLP applications, and personally, as a multilingual speaker.
Leveraging Continual Learning for Advanced MRI Analysis
Traditional MRI (Magnetic Resonance Imaging) analysis often misses subtle abnormalities, which can be critical in diagnosing conditions like epilepsy. In this session, discover how we developed a state-of-the-art Convolutional Neural Network (CNN) using continual learning to enhance MRI diagnostic accuracy. Our approach, in collaboration with a leading European Epilepsy Center, dynamically updates with new clinical data, improving detection rates and reducing false positives.
Join us to explore:
- What Focal Cortical Dysplasias (FCDs) are and why their detection is crucial for epilepsy patients.
- The fundamentals of continual learning in AI.
- How we used this approach in practice to improve the results of our neural network and managed to publish two papers in a renowned medical journal.