R25 VOICE Section 2 - General Machine Learning Papers R25 VOICE
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- Cursos
Papers discussed in this Section 2 podcast:
Domingos, Pedro. 2012. “A Few Useful Things to Know about Machine Learning.” Communications of the ACM 55 (10):78.Luo W, Phung D, Tran T, Gupta S, Rana S, Karmakar C, Shilton A, Yearwood J, Dimitrova N, Ho TB, Venkatesh S, Berk M “Guidelines for Developing and Reporting Machine Learning Predictive Models in Biomedical Research: A Multidisciplinary View” J Med Internet Res 2016;18(12):e323 DOI: 10.2196/jmir.5870Podcast Contents:
GeneralizationOverfittingFeature EngineeringImproving model performanceMore dataBetter algorithmsEnsemblingReview of checklists for writing machine learning papers.Student questionsKnowledge vs DataJMIR reputationInformatics journals and computer science proceedingsSample size for good classifier performance.
Papers discussed in this Section 2 podcast:
Domingos, Pedro. 2012. “A Few Useful Things to Know about Machine Learning.” Communications of the ACM 55 (10):78.Luo W, Phung D, Tran T, Gupta S, Rana S, Karmakar C, Shilton A, Yearwood J, Dimitrova N, Ho TB, Venkatesh S, Berk M “Guidelines for Developing and Reporting Machine Learning Predictive Models in Biomedical Research: A Multidisciplinary View” J Med Internet Res 2016;18(12):e323 DOI: 10.2196/jmir.5870Podcast Contents:
GeneralizationOverfittingFeature EngineeringImproving model performanceMore dataBetter algorithmsEnsemblingReview of checklists for writing machine learning papers.Student questionsKnowledge vs DataJMIR reputationInformatics journals and computer science proceedingsSample size for good classifier performance.