Internship Report ! !!!!!2016!summer! !!!!!Shu!Zhang! @!Huawei!Technology! ! My Intership Project ! !!!Op6mize!the!applica6on!performance!based!on!machine!learning!models! !!!!My!main!work!:!analysis!of!offline!data.!(AWS!S3)! ! ! DATA! 7!input!features! ! 3!output!target!values! ! Y!:=!func6on(3!outputs)! CSV! 2 Machine Learning Models Regression Classification Y!are!con6nuous!variables.! ! • Support!vector!machine! • Root!mean!square!error! to!check!the!results!! Label!Y!as!0,1! ! • Decision!Tree,!!SVM,! Logis6c!Regression! • Confusion!matrix!to!check! the!accuracy! ! 3 Visualization • • • • ! Histogram!! Bubble!ScaUer!Plot! Error!Bar! Line!chart! ! ! 4 Program that I used Python R Git! hUps://www.codecademy.com/learn! Pandas,!Numpy,!scikitZlearn,matplotlib! !ggplot2! !! ! ! Is!a!free!and!open!sourse!distribu6on!version!control! system!! Github! ! ! ! 5 Finding the internship 6 Thank!you! 7
