中科院研究生課程:机器学习与图像视频分析機器學習與圖像視頻分析 machine learning methods for computer vision DVD 英文版 只於電腦播放 導師介紹 IamaPostdocResearcherofTTI-Chicago,workingwithDavidMcAllester. PreviouslyIwasaresearcherintheStatisticalMachineLearningGroupatNationalICTAustralia(NICTA)andanadjunctresearchfellowinAustralianNationalUniversity(ANU)duringMar/2006-Nov/2008.Beforethat,IreceivedmyPh.D.degreefromtheUniversityofAlberta,Canada,inthefallof2004underthesupervisionofProf.TerryCaelli,followedbyaPostDoctrainingwithProf.DaleSchuurmansforoveroneyearinthesameinstitute.IreceivedmyMEinPatternRecognitionandAutomaticControlandB.Sc.inComputerSciencefromNankaiUniversityandJilinUniversityinChina,respectively. 課程介紹 (2008summer-term)GraduateUniversityofChineseAcademyofSciences(GUCAS),China Deliveragraduatelevelcourseonmachinelearningmethodsforcomputervision(1-credit),whenIwasvisitingGUCASinthesummer. 1由於面向的人群比較小,我做成ISO文件,一是方便大家下載和觀看,請不要解壓用虛擬光驅打開這樣可以幫助做資源,這樣就可以較長時間的保存這個資源。 2學術方面的比較少,難度大,更需要名師來指點,我們要感謝中科院的老師。 3我相信對這方面有興趣的同學一定會珍惜這些資源。下載了就要好好去學習。 4中科院的這套視頻質量非常高,內容非常專業,不次於國外的大學,而且更適合國內學生。 目錄: Lecture1Introductionandcourseoverview; Exponentialfamilyandgraphcalmodel(I); Lecture2Exponentialfamilyandgraphcalmodel(II); Lecture3Exponentialfamilyandgraphcalmodel(III) Lecture4KernelsandSVM(I) Lecture5KernelsandSVM(II) Lecture6KernelsandSVM(II) Lecture7Studentprojectpressentation