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주차주제구분번호시간날짜이론실습내용링크비고
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1주차Introduction to
Machine Learning		Inclass0170분03/06 (월)OIntroduction to Machine Learninghttps://youtu.be/yBw9ueZcFWo출석 없음: 수강 정정 기간
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Inclass0274분03/08 (수)OLinear Algebra and Probabilityhttps://youtu.be/ghgk8vpJNNA출석 없음: 수강 정정 기간
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2주차Preclass0136분03/12 (일)OPython: Basicshttps://youtu.be/9rfhflli8Ro보고서 없음
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Inclass0348분03/13 (월)OPython: Advanceshttps://youtu.be/v62JXmmM9k0
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RegressionPreclass0270분03/14 (화)OLinear Regression Ihttps://youtu.be/wTXv2Og8y60
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Inclass0472분03/15 (수)OLinear Regression IIhttps://youtu.be/huY5piswVxc
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3주차Inclass0542분03/20 (월)OPython: Linear Regressionhttps://youtu.be/bWk7ic51DPg
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ClassificationPreclass0383분03/21 (화)OLinear Classification Ihttps://youtu.be/h-1CeK5olJM
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Inclass0643분03/22 (수)OLinear Classification IIhttps://youtu.be/7qTFAmcVRjc중간에 녹화 짤림
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4주차Inclass0748분03/27 (월)OPython: Perceptron and Logistic Regressionhttps://youtu.be/bahoYmQcw_A
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04/07 (금)Homework 1
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Support Vector MachinePreclass0458분03/28 (화)OConvex Optimizationhttps://youtu.be/KbBgtIYhclQ
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Inclass0860분03/29 (수)OSupport Vector Machinehttps://youtu.be/w1SJz7t5q40
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5주차Inclass0932분04/03 (월)OPython: Scikit-Learn Classificationhttps://youtu.be/5TM5DzUS8zg
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ClusteringPreclass0557분04/04 (화)OK-Means Clusteringhttps://youtu.be/PkNelm_pyEA
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Inclass1053분04/05 (수)OMixture of Gaussian Clusteringhttps://youtu.be/UuJypgQUxCI
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6주차Inclass1146분04/10 (월)OPython: Clusteringhttps://youtu.be/08hnLzOcPkM
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Mid-TermInclass1241분04/12 (수)OOHelp Desk Ihttps://youtu.be/T_3IIVs_KBo
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04/15 (토)Mid-Term
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7주차04/17 (월)휴강 (중간고사)
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8주차Model Evaluation
and Selection		Inclass1367분04/19 (수)OModel Evaluation and Regularizationhttps://youtu.be/03F9D0WJ5Es
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Inclass1456분04/24 (월)OOPython: Model Evaluationhttps://youtu.be/dd9XZ26nBpw
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9주차Statistical InferencePreclass0657분04/25 (화)OInformation Theoryhttps://youtu.be/3Iej0iZ_XwERelative entropy 부호 잘못함 (판서)
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Inclass1561분04/26 (수)OMLE and MAPhttps://youtu.be/HhX-Yx5wQko
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Inclass1644분05/01 (월)OOPython: Regularizationhttps://youtu.be/oyyKTc_mW00
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10주차Random Forest05/03 (수)휴강 (개인 사정, 화목 분반 녹화 강의로 대체)
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Inclass1763분녹화강의ODecision Tree and Random Foresthttps://youtu.be/wgOrXlQjAyk출석 없음
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05/08 (월)휴강(개교기념일, 화목 분반 녹화 강의로 대체)
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Inclass1837분녹화강의OPython: Decision Tree and Random Foresthttps://youtu.be/U0Bq4jGek8w출석 없음
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05/19 (금)Homework 2
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11주차Dimensional ReductionPreclass0766분05/09 (화)OSingular Value Decompositionhttps://youtu.be/cBQWowfiHTs
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Inclass1942분05/10 (수)ODimensional Reductionhttps://youtu.be/8ohD5IwncswNMF 시험 범위 제외
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Inclass20-05/15 (월)OPython: Dimensional Reductionhttps://youtu.be/hozqeuSjx_4녹음이 안됨
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12주차Neural Network
and Backpropagation		Preclass0870분05/16 (화)ONeural Network and Backpropagation Ihttps://youtu.be/CTIUCf0UlCs
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Inclass2148분05/17 (수)ONeural Network and Backpropagation IIhttps://youtu.be/5wFRG77xe3Y
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Inclass2258분05/22 (월)OPython: Neural Network and Backpropagationhttps://youtu.be/9mi-gfu37yY
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06/02 (금)Homework 3
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13주차-05/24 (수)-녹화 업로드 안함
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Supplement0186분05/24 (수)OPosterior Predictive Distributionhttps://youtu.be/NgPTw8qKV9Y시험 범위 제외
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Convolutional Neural Network05/29 (월)휴강 (대체공휴일, 화목 분반 녹화 강의로 대체)
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Inclass2351분녹화강의OImage Convolutionhttps://youtu.be/n781OZ1i8XM출석 없음, Edge detection 시험 범위 제외
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14주차05/31 (수)휴강 (예비군 훈련, 화목 분반 녹화 강의로 대체)
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Inclass2460분녹화강의OConvolutional Neural Networkhttps://youtu.be/SHYyBJ77kzs출석 없음
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Inclass2524분06/05 (월)OPython: Neural Network and Convolutional Neural Networkhttps://youtu.be/qTb9qtqd3aUResNet 구현 시험 범위 제외
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15주차Final ExamInclass2655분06/07 (수)OHelp Desk IIIhttps://youtu.be/mVL_OERZTDc
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06/10 (토)Final Exam종강
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