| Date | Main Session(Machine Learning) Every Thur. |
Data Analysis Session Sat. (Bi-weekly) |
|---|---|---|
| Week 1 (9/2, 9/4) |
Overall Introduction & Recreation : 간사(김정규) & 부회장(박웅준) |
빅콘 중간발표 |
| Week 2 (9/9) |
Kernel Smoothing Methods (ESL 6) 발제자 : 이규민 & 김수연 |
|
| Week 3 (9/16, 9/18) |
Surport Vector Machines (ESL 12) 발제자 : 김수연 & 이재현 |
빅콘 파이널 발표 |
| (9/23) | Korean Thanksgiving Day | |
| Week 4 (9/30, 10/2) |
Splines (ESL 5) 발제자 : 오현도 & 박상용 |
Alumni 연사특강 |
| Midterm Exam | ||
| Week 5 (10/28, 10/30) |
Tree & Boosting (ESL 9, 10) 발제자 : 안현준 & 서상수 |
Alumni 연사특강 |
| Week 6 (11/4) |
Bagging & Random Forest(ESL 8.7, 15) 발제자 : 고정민 & 오다건 |
|
| Week 7 (11/11, 11/13) |
EM Algorithm & Mixture model (ESL 8.5, ) 발제자 : 이규민 & 오현도 |
Alumni 연사특강 |
| Week 8 (11/18) |
Final Project 중간발표 |
|
| Week 9 (11/25) |
Final Project 최종발표 |
|
| Final Exam and The End of Semester |
[ESC 2021-FALL] 210902 Week1 - Overview
https://youtu.be/7PSozlNvlTs
[ESC 2021-FALL] 210909 Week2 - Kernel Smoothing Methods
https://www.youtube.com/watch?v=P0fd5Lb5STU
[ESC 2021-FALL] 210916 Week3 - Support Vector Machine
https://youtu.be/MaHXfJkLeOY
[ESC 2021-FALL] 210930 Week4 - Spline, RKHS
https://youtu.be/jRb2CPQFxI0
[ESC 2021-FALL] 211028 Week5 - Tree & Boosting
https://youtu.be/2A5mxMo5jlo
[ESC 2021-FALL] 211104 Week6 - Bagging & Random Forest
https://youtu.be/8-rEGknAURs
[ESC 2021-FALL] 211111 Week7 - GMM & EM Algorithm
https://youtu.be/UV5UeGKXVzg
[ESC 2021-FALL 학술부] 21097 Week2 - kernel smoothing method
https://youtu.be/wVYka9PYlJk
[ESC 2021-FALL 학술부] 210914 Week3 - SVM
https://youtu.be/MHLfosE7SKk
[ESC 2021-FALL 학술부] 211026 Week5 - Tree & Boosting
https://youtu.be/rZgHGqqFWbA
[ESC 2021-FALL 학술부] 211102 Week6 - Bagging & Random Forest
https://youtu.be/CkSGmWB5kaQ
[ESC 2021-FALL 학술부] 211109 Week7 - GMM & EM-Algorithm
https://youtu.be/Fgv6i--tGkY
[ESC 2021-FALL Special Session] 211113 Nonparametric Bayesian model - 강경훈(ESC 19기)
https://youtu.be/9q3DeOnnsu4
[ESC 2021-FALL Final Project] 211118 Mid-Check
https://youtu.be/X3sHzCC7HdY
[ESC 2021-FALL Final Project] 211125 Final
https://youtu.be/XJrL_1kaCiE
An Introduction to Statistical Learning(G. James, 외)
The Elements of Statistical Learning(T. Hastie 외)
Applied Multivariate Statistical Analysis(W. Hardle 외)