Deep Learning Applications in Neuroinformatics

Dr. Karthik Ramamurthy obtained his Doctoral degree from Vellore Institute of Technology, India and Master’s degree from Anna University, India. Currently, He serves as Associate Professor in the Research Centre for Cyber Physical Systems, Vellore Institute of Technology, Chennai. His research interest includes Artificial Intelligence, Deep Learning, Computer Vision, Digital Image Processing, and Medical Image Analysis. He has published around 80 papers in peer reviewed journals and conferences. He is an active reviewer for journals published by Elsevier, IEEE Springer and Nature.

• 1. Introduction to Deep Learning in Neuroinformatics2. Fundamentals of Deep Learning in Neuroinformatics3. Data Preprocessing and Augmentation Techniques for Neuroinformatics4. Deep Learning for Alzheimer’s Disease and Mild Cognitive Impairment5. Deep Learning in Stroke Detection and Rehabilitation6. Deep Learning for Autism Spectrum Disorder7. Deep Learning in Epilepsy Detection and Management8. Deep Learning Applications in Parkinson’s Disease and Movement Disorders9. Deep Learning for Multiple Sclerosis10. Deep Learning in Traumatic Brain Injury (TBI)11. Deep Learning for Neurodevelopmental and Psychiatric Disorders12. Explainable AI in Neuroinformatics13. Transfer Learning and Domain Adaptation in Neuroinformatics14. Integrating Multi-Modal Neuroimaging and Signal Data with Deep Learning15. Conclusion and Future Perspectives