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AliceisanengineerinanAIcompany,shehasbeenstudyingdifferentdeeplearningmodelsforher anomalydetectiontask. Ittakes100daystotrainhermodelon1GPU!Frustrated,Alicetoldher 8EndtermExam-100points NYUECE-GY9143 HPML Instructor:ParijatDube Dec17,2022 colleagueBobabout it. BobsaysOnly1%ofyourtrainingremainsserial, therestshouldspeed upby100with100GPUs, soaccordingtoAmdahl's lawitshouldfinishinabout2days!. But oncethe100GPUsareinplace, trainingstill takesabout4days.Whatdidtheyoverlook

AliceisanengineerinanAIcompany,shehasbeenstudyingdifferentdeeplearningmodelsforher anomalydetectiontask. Ittakes100daystotrainhermodelon1GPU!Frustrated,Alicetoldher 8EndtermExam-100points NYUECE-GY9143 HPML Instructor:ParijatDube Dec17,2022 colleagueBobabout it. Bobsays"Only1%ofyourtrainingremainsserial, therestshouldspeed upby100with100GPUs, soaccordingtoAmdahl's lawitshouldfinishinabout2days!". But oncethe100GPUsareinplace, trainingstill takesabout4days.Whatdidtheyoverlook

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