Course Details
Subject {L-T-P / C} : CS6606 : AI in Healthcare { 3-0-0 / 3}
Subject Nature : Theory
Coordinator : Puneet Kumar Jain
Syllabus
Module 1 : |
UNIT – I: Fundamentals of AI in Healthcare
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Course Objective
1 . |
Understand the foundations of the physiological system and then study cutting-edge AI/ML models in the context of various healthcare data, including cardiovascular signals, brain signals, and medical imaging modalities. |
2 . |
Exploring the potential of AI methods, emphasizing machine learning and applying them to specific areas in medicine and healthcare. |
3 . |
Understand the challenges of regulation of AI applications and which model components can be regulated. |
4 . |
As a project-based course, applying cutting-edge machine learning techniques to concrete problems in modern medicine. |
Course Outcome
1 . |
On completion of this course, the students will have the ability to: CO1: Understand the principle of various biomedical signals and images. CO2: Understand the physiological characteristics provided by the biomedical signals and images, such as the reading of an ECG signal. CO3: Analyze the performance of specific AI/ML models as applied to biomedical problems and justify their use and limitations. CO4: Identify and apply appropriate AI/ML models and computational tools to specific problems in biomedicine and healthcare. CO5: Comprehend a collection of AI/ML models and their applications in medicine and healthcare. |
Essential Reading
1 . |
Kayvan Najarian, Robert Splinter, Biomedical Signal and Image Processing, CRC Press, Taylor and Francis Group , 2nd Edition, 2012 |
2 . |
Saravanan Krishnan, Ramesh Kesavan, B. Surendiran, Handbook of Artificial Intelligence in Biomedical Engineering, CRC Press, Taylor and Francis Group , 1st edition, 2021 |
Supplementary Reading
1 . |
DC Reddy, Biomedical Signal Processing – Principles and Techniques, Tata McGraw Hill Publishing company Ltd. , 2005 |
2 . |
Donna L. Hudson, Maurice E. Cohen, 4. Neural Networks and Artificial Intelligence for Biomedical Engineering, IEEE Press Series on Biomedical Engineering , 1999 |
Journal and Conferences
1 . |
IEEE transactions on Biomedical Engineering |
2 . |
Biomedical Signal Processing and Control |