m0_46427273的博客

Setting up your Machine Learing Application Regularizing your neural network Setting up your optimization problem

Hyperparameter tuning Batch Normalization Multi-class classification

Introduction to ML Strategy Setting up your goal Comparing to human level performance

目录Error AnalysisCarrying out error analysisCleaning up incorrectly labeled dataBuild your first system quickly, then iterateMismatched trainging and dev/test setTraining and testing on different distributionsBias and Variance with mismatched data distribut

目录Convolutional Neural NetworksComputer VisionEdge DetectionMore EdgePaddingStrided ConvolutionsConvolutions Over VolumeOne Layer of a Convolutionals NetworkSimple Convolutional NetworkPooling LayersCNN ExampleWhy Convolutions? Convolutional Neural Network

目录Case studiesWhy look at case studies?Classic NetworksResNetsWhy ResNets WorkNetwork in Networks and 1*1 ConvolutionsInception Network MotivationInception NetworkPractical advices for using ConvNetsTransfer LearningData AugmentationState of Computer Visio