NCHU Course Outline
Course Name (中) 深度學習在醫學儀器及訊號上的應用(7502)
(Eng.) Medical Technology: Bio-Medical Instrumentation, Medical Signal/Image Processing, Deep learning: Models & its Application in Health Care
Offering Dept Engineering
Course Type Elective Credits 1 Teacher Undefined
Department Engineering Language English Semester 2025-FALL
Course Description Bio-Medical Instrumentation, Medical Signal/Image Processing and Deep learning application health care
Prerequisites
self-directed learning in the course N
Relevance of Course Objectives and Core Learning Outcomes(%) Teaching and Assessment Methods for Course Objectives
Course Objectives Competency Indicators Ratio(%) Teaching Methods Assessment Methods
To empower students on the application of cutting-edge technologies to address healthcare challenges. To enhance healthcare and quality of life by integrating advanced techniques with AI as diagnostic tools for early disease detection.
Lecturing
Attendance
Oral Presentation
Assignment
Course Content and Homework/Schedule/Tests Schedule
Week Course Content
Week 1 Day1
Generation of action potential, function of heart with diseases, ECG signal processing
Day2
Basics of X-ray, CT, PET-CT and MRI
Day3
Neural network: MLP, deep neural network models
Day4
Applications Deep learning of in bio-signal and imaging
Week 2 Day5
Rehabilitation engineering
Day6
Functional Electrical stimulation for stroke rehabilitation; presentation by students
Week 3
Week 4
Week 5
Week 6
Week 7
Week 8
Week 9
Week 10
Week 11
Week 12
Week 13
Week 14
Week 15
Week 16
self-directed
learning
無自主學習內容
Evaluation
Oral Presentation, Assignment
Textbook & other References
BMI by J Karr, sharing slides
Teaching Aids & Teacher's Website
PPT modes, https://scholar.google.co.in/scholar?hl=en&as_sdt=0%2C5&q=sukanta+sabut&oq=
Office Hours
Morning: 9-12
Sustainable Development Goals, SDGs(Link URL)
03.Good Health and Well-Being   04.Quality Educationinclude experience courses:N
Please respect the intellectual property rights and use the materials legally.Please respect gender equality.
Update Date, year/month/day:2025/09/19 15:45:06 Printed Date, year/month/day:2025 / 10 / 19
The second-hand book website:http://www.myub.com.tw/