Schedule / 강의일정
| Date | Lecture | Readings | Logistics | |
|---|---|---|---|---|
| Module 0: Python & Jupyter | ||||
| 8/29 |
Week #1
:
Introduction to BIO030 [ slides | notes ] |
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| Module 1: 2D Imaging | ||||
| 9/5 |
Week #2
:
Introduction to Image Processing & Imaging Systems / 영상처리 소개와 영상시스템 [ slides | notes ] |
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| 9/12 |
Week #3
:
Introduction to Python for CAD (1) / CAD용 Python 소개 (1) [ slides | notes ] |
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| 9/19 |
Week #4
:
Introduction to Python for CAD (2) / CAD용 Python 소개 (2) [ slides | notes ] |
|||
| 9/26 |
Week #5
:
DICOM Images / DICOM 이미지 [ slides | notes ] |
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| 10/3 |
Week #6
:
No School Opening Heaven Day (12.5화요일 보강) [ slides | notes ] |
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| 10/10 |
Week #7
:
2D Classification Models (ML) / 2D 분류 모델 (머신러닝) [ slides | notes ] |
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| 10/17 |
Week #8
:
Midterm Test [ slides | notes ] |
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| 10/24 |
Week #9
:
Pneumonia Detection from Chest X-Rays / 흉부 엑스레이를 통한 폐렴 검출 [ slides | notes ] |
|||
| 10/31 |
Week #10
:
Simple CNN Coding / 간단한 CNN 코딩 [ slides | notes ] |
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| 11/7 |
Week #11
:
In-Depth CNN Explanation / 심층 CNN 설명 [ slides | notes ] |
|||
| 11/14 |
Week #12
:
VGG16 Fine-tuning / VGG16 미세 조정 [ slides | notes ] |
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| Module 2: 3D Imaging | ||||
| 11/21 |
Week #13
:
3D Medical Imaging Introduction & Fundamentals / 3D 의료영상 소개 및 기초 [ slides | notes ] |
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| 11/28 |
Week #14
:
3D Imaging Exploratory Analysis / 3D 이미징 탐색 분석 [ slides | notes ] |
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| 12/5 |
Week #15
:
End-to-end Deep Learning Applications / 엔드 투 엔드 딥 러닝 애플리케이션 Hippocampal Volume Quantification in Alzheimer's Progression / 알츠하이머 진행의 해마 부피 정량화 [ slides | notes ] |
|||
| 12/12 |
Week #16
:
Final Test [ slides | notes ] |
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| 12/19 | Final Grades | |||