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[2point]SelectthecorrectstatementsregardingbatchsizeforDLtraining? (a)Themaximumpossiblebatchsize isconstrainedbytheGPUmemoryandmodel size buttherearesoftwaretricksthatyoucandotoworkwithalargereffectivebatchsize. (b)Youcaneitherincreasethebatchsizeordecreasethelearningrateastrainingprogresses andachievethesameperformance. (c)Largebatchsizeallows toworkwithlarge learningrates thusprovidingfasterconvergence. (d)Largebatchsize improves throughputduetobetterutilizationofGPUcoreresources andallowsfasterconvergence. (e)Largebatchsizeprovidesbetterestimatesofgradientandalways leadstobettergeneralization
[2point]SelectthecorrectstatementsregardingbatchsizeforDLtraining? (a)Themaximumpossiblebatchsize isconstrainedbytheGPUmemoryandmodel size buttherearesoftwaretricksthatyoucandotoworkwithalargereffectivebatchsize. (b)Youcaneitherincreasethebatchsizeordecreasethelearningrateastrainingprogresses andachievethesameperformance. (c)Largebatchsizeallows toworkwithlarge learningrates thusprovidingfasterconvergence. (d)Largebatchsize improves throughputduetobetterutilizationofGPUcoreresources andallowsfasterconvergence. (e)Largebatchsizeprovidesbetterestimatesofgradientandalways leadstobettergeneralization
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