현대선형대수학 2.1 선형연립방정식

[@TheBananakick]

감사합니다 :) 선형연립방정식과 행렬의 관계에 대해 잘 알 수 있었어요

[@skkusglee]

Math and Coding
(Korean) [일반인을 위한] K-MOOC
인공지능을 위한 기초수학 입문
1주차 강의록과 실습실
matrix.skku.ac.kr/math4ai-intro/W1/
코딩. .
동영상 강의 ruclips.net/video/NaM5K4e9xno/видео.html
(English) [K-MOOC] Introductory Mathematics for Artificial Intelligence, Week 1 (Lecture note and Lab)
matrix.skku.ac.kr/intro-math4AI/W1/

[@TheBananakick]

업로드해주신 영상을
재생목록으로 묶어 정리해주시면 연결해서 보기 더 편할 것 같아요!

[@skkusglee]

● Multivariable Calculus (다변수미적분학) 2022년 여름 10주 집중학기
1 다변수미적분 강좌 소개 벡터, 행렬, 선형연립방정식
ruclips.net/video/BS0TwwzrDzg/видео.html
matrix.skku.ac.kr/M-calculus/W1/
ruclips.net/video/Cgyw0Hua4ls/видео.html
ruclips.net/video/HdTy1qTC1hE/видео.html
ruclips.net/video/-OnMe__HsP0/видео.html
ruclips.net/video/jYwzTIA8Nac/видео.html
ruclips.net/video/wWoKQnUK4Hs/видео.html
2 벡터의 노름, 내적, 외적, 직선 및 평면의 방정식
matrix.skku.ac.kr/M-calculus/W2/
ruclips.net/video/R7wOfK_n86E/видео.html
ruclips.net/video/s-CDwnzAhU8/видео.html
ruclips.net/video/L9P4XZanTmA/видео.html
ruclips.net/video/ZUROq49IrP4/видео.html
3 벡터함수와 공간곡선, 다변수함수의 편미분
(복습/실습) ruclips.net/video/qu21h2i7a08/видео.html
matrix.skku.ac.kr/M-calculus/W3/
ruclips.net/video/vftAGSM1hYc/видео.html
ruclips.net/video/DD8QcLCp7vI/видео.html
ruclips.net/video/xFwsUndf9tk/видео.html
ruclips.net/video/BUz46sdWmvY/видео.html
ruclips.net/video/FPiPpXDDaGk/видео.html
ruclips.net/video/b3ZYIILK4ts/видео.html
ruclips.net/video/Zt083g98D2k/видео.html
ruclips.net/video/3gvi-qaPTWw/видео.html
ruclips.net/video/bfCA20zvr9w/видео.html
ruclips.net/video/Q8ElZCtj8k0/видео.html
4 편미분, 연쇄 법칙, 방향 도함수, 그래디언트 벡터
matrix.skku.ac.kr/M-calculus/W4/
ruclips.net/video/1Ldq-t7TuCo/видео.html
ruclips.net/video/RFNaLQ2qhL8/видео.html
ruclips.net/video/8lNAyBWymt4/видео.html
ruclips.net/video/zJ73VP7FNUk/видео.html
ruclips.net/video/XglqNGO6_L4/видео.html
ruclips.net/video/If4CLj87LDY/видео.html
ruclips.net/video/nJFxqnmbCbw/видео.html
5 이변수함수의 극대, 극소, 최대 최소
(복습/실습) ruclips.net/video/keppcSrCgYA/видео.html
matrix.skku.ac.kr/M-calculus/W5/
ruclips.net/video/_KB9ZoWHcKU/видео.html ruclips.net/video/GknC8e7Or18/видео.html
ruclips.net/video/keppcSrCgYA/видео.html
6 이중적분
(복습/실습) ruclips.net/video/9YcdCBG_ud8/видео.html
matrix.skku.ac.kr/M-calculus/W6/
ruclips.net/video/qDWva7tDl2Y/видео.html
ruclips.net/video/u0uHKNO-ROc/видео.html
ruclips.net/video/6rBS9YbRFWw/видео.html
7 극좌표계에서의 이중 적분, 삼중 적분 (복습/실습) ruclips.net/video/JAs96oSrhHs/видео.html
matrix.skku.ac.kr/M-calculus/W7/
ruclips.net/video/PNRRqF-CxGM/видео.html
ruclips.net/video/AzNitIp7Zz4/видео.html
ruclips.net/video/1wNlUMPodn4/видео.html
8 원기둥 좌표에서의 삼중 적분 구면 좌표에서의 삼중 적분
matrix.skku.ac.kr/M-calculus/W8/
ruclips.net/video/0X_j_zzjxW0/видео.html
ruclips.net/video/Rw30UiJHRQQ/видео.html
ruclips.net/video/I8U8ucG9FF8/видео.html
9 벡터 미적분학(Vector Calculus)
matrix.skku.ac.kr/M-calculus/W9/
ruclips.net/video/ctPQHksKMJk/видео.html
ruclips.net/video/UaAjliiTsts/видео.html
ruclips.net/video/NxtPEBqOUeU/видео.html
ruclips.net/video/TUyCKK_R9js/видео.html
ruclips.net/video/Km1Dj0ZSovg/видео.html
10 복소수와 복소함수
matrix.skku.ac.kr/M -calculus/W10/
ruclips.net/video/9c1Kf6MO2mw/видео.html
ruclips.net/video/ExRtDVZWgL0/видео.html

[@skkusglee]

Intro. Mathematics for Artificial Intelligence (English) matrix.skku.ac.kr/intro-math4ai/ e-Book buk.io/@kb5299
Intro-Math4AI-Lec-0-W1-1, Introduction and Sylubus (강좌 소개 및 강의계획서) ruclips.net/video/F9B2xooZvQY/видео.html
Intro-Math4AI-Lec-1-W1-2, Preview and Big Picture of this class (큰 그림 소개) ruclips.net/video/jA1QQ8iDuAk/видео.html
Intro-Math4AI-Lec-2-W2-1, Function and its Graph (다양한 함수의 그래프를 그리는 법) ruclips.net/video/uhNBEgpQLzQ/видео.html
Intro-Math4AI-Lec-3-W2-2, Finding all solutions of any given equation (다항식의 해집합) ruclips.net/video/8ehgH2zsyVc/видео.html
Intro-Math4AI-Lec-4-W3-1, Vector Operations (벡터의 정의와 연산) ruclips.net/video/yHk1JHNQukg/видео.html
Intro-Math4AI-Lec-5-W3-2, Matrix Operations (행렬, Tensor의 정의와 연산) ruclips.net/video/HHokJK-WO8g/видео.html
Intro. Math4AI Lec-6-W4, Finding the Solution set of Ax=b ruclips.net/video/eaVsFxl30I4/видео.html
Intro. Math4AI Lec-7-W5, Classification of Data ruclips.net/video/h0GAfya5E_I/видео.html
Intro-Math4AI-OH-W6-2021-10-05 Office Hour (How to ask in QnA) ruclips.net/video/DyYOO90ULDw/видео.html
Intro Math4AI-Lec-8-W6, Least Squares Solutions-Main ruclips.net/video/pYQJdE8A1FQ/видео.html
Intro-Math4AI-Lec-9-W7-1, Matrix Decompositions(SVD)-Main (35 Min) ruclips.net/video/3PYdsQKLEm4/видео.html
Intro-Math4AI-Lec-10-W7-2, Derivatives and Tangent Line ruclips.net/video/-xHYgbn6g1E/видео.html
Intro-Math4AI-Lec-11-W8-1 Optimal solution-Preview (7 Min) ruclips.net/video/GrwISezfJCQ/видео.html (7 Min)
Intro-Math4AI-Lec-11-W8-2 Optimal solution-Main (27 Min) ruclips.net/video/3DwPr0rq5wA/видео.html (27 Min)
Intro-Math4AI-Lec-11-W8-3 Optimal solution-Review (12 Min) ruclips.net/video/de6woTk2HBE/видео.html
Midterm
Intro-Math4AI-OH-W8-2021-10-26 (Midterm Review) ruclips.net/video/GRw1z7ZkKjY/видео.html (60 min)
Intro-Math4AI-Lec-12-W9-1-GDM-Preview ruclips.net/video/SOqcBxvfEDI/видео.html
Intro-Math4AI-Lec-12-W9-2-GDM-Main ruclips.net/video/zUpZa_WPoFA/видео.html
Intro-Math4AI-Lec-12-W9-3-GDM-Review ruclips.net/video/yPstL3mzSdQ/видео.html
Intro-Math4AI-Lec-13-W10-1-Stat-Preview ruclips.net/video/gB5bXYJPUdI/видео.html
Intro-Math4AI-Lec-13-W10-2-Stat-main1 ruclips.net/video/7qe8L5iVY_o/видео.html
Intro-Math4AI-Lec-13-W10-3-Stat-main2 ruclips.net/video/V_zBB-5G30Y/видео.html
Intro-Math4AI-Lec-13-W10-4-Stat-Review ruclips.net/video/kUTmwWoK_7Q/видео.html
Intro-Math4AI-Lec-14-W11-1-Stat2-Preview ruclips.net/video/w5bj-9mTuvY/видео.html
Intro-Math4AI-Lec-14-W11-2-Stat2-Main ruclips.net/video/PhVGpWiwAMQ/видео.html
Intro-Math4AI-Lec-14-W11-3-Stat2-Review ruclips.net/video/I9kDgmsiIso/видео.html
Intro-Math4AI-Lec-15-W12-1-PCA-Preview ruclips.net/video/rCkqAR471og/видео.html
Intro-Math4AI-Lec-15-W12-2-PCA-MAIN ruclips.net/video/5j6Se97OTA8/видео.html (New)
Intro-Math4AI-Lec-15-W12-3-PCA-Review ruclips.net/video/Bk_ngk_2loo/видео.html
Intro-Math4AI-Lec-16-W13-1-ANN-Preview ruclips.net/video/HvGjUVAAj2U/видео.html
Intro-Math4AI-Lec-16-W13-2-ANN-Main ruclips.net/video/z1bmkRhH050/видео.html
Intro-Math4AI-Lec-16-W13-3-ANN-Review ruclips.net/video/YeWCrjONKcM/видео.html
Intro-Math4AI-Lec-17-W14-1-MNIST-Preview ruclips.net/video/SskJSJa5vDo/видео.html
Intro-Math4AI-Lec-17-W14-2-MNIST-Main ruclips.net/video/UeLvlxLeZmM/видео.html
Intro-Math4AI-Lec-17-W14-3-MNIST-Review ruclips.net/video/ScsICbjLB5g/видео.html
Final Exam/Presentation
Intro-Math4AI-18-W15 Final PBL - Students Presentation ruclips.net/video/Sk2t8UrDn94/видео.html
Intro. Mathematics for Artificial Intelligence (Korean), 인공지능을 위한 기초수학 입문, matrix.skku.ac.kr/math4ai-intro/ 전자책 buk.io/@kb4080
2021 Fall PBL report by two Freshmen (English) : matrix.skku.ac.kr/2021-Math4AI-Fall-PBL/
2021 Summer PBL report (English) : matrix.skku.ac.kr/2021-Final-PBL-E/
2021 Summer PBL report (Korean) :matrix.skku.ac.kr/2021-Final-PBL/
2020 Fall PBL report (Korean) : matrix.skku.ac.kr/2020-Math4AI-PBL/ Basic Math for AI)
○ 관련 도구 ○ Related tools
- 행렬 분해(Matrix decomposition) matrix.skku.ac.kr/2018-album/LU-decom.html matrix.skku.ac.kr/2018-album/LS-QR-decom.html matrix.skku.ac.kr/2018-album/SVD.html
- 최소제곱문제(least squares problem) matrix.skku.ac.kr/2020-math4AI/LSS/
- 경사하강법(Gradient Descent Algorithm) matrix.skku.ac.kr/math4ai/gradient_descent/
- 주성분 분석(Principal Component Analysis) matrix.skku.ac.kr/math4ai/PCA/
- MNIST(숫자인식) 실습실 matrix.skku.ac.kr/math4ai/mnist/
- 데이터의 기본 표현인 행렬과 벡터 matrix.skku.ac.kr/math4AI-tools/vector_matrix/
- (거리를 활용한) 데이터의 유사도 matrix.skku.ac.kr/math4AI-tools/distance_similarity/
- (사잇각을 활용한) 데이터의 유사도 matrix.skku.ac.kr/math4AI-tools/cosine_similarity