西安交通大学Natural Language ProcessingwithDeepLearningXIANHAOTONGUNIVERSITYDeep leanringPrograming framework交通大学Chen Li2023
Chen Li 2023 Deep leanring Programing framework Natural Language Processing with Deep Learning
IntroductionDeep leanringPrograming frameworkCaffePyTorchmxnetMARYLINGTensorFlowKKerassPaddlePaddleChainerCNTKDL4JtheanoMatConvnetDEEPLEARNING
Introduction Deep leanring Programing framework
IntroductionDeep leanring Programing frameworkIn general, the deep learning framework provides a series of deeplearning components (for general algorithms,there will beimplementation). When a new algorithm needs to be used, it needsto be defined by the user, and then the function interface of the deeplearning framework is called to use the new algorithm defined by theuser.you can useexisting models,you can train the parameters of themodels yourselfyou can add your own layer to the existing models.you can select the classifier and optimization algorithm you need atthetop (youdon'tneedpropramthematscratch!)No framework is perfect, just as there may not be a set of buildingblocks that you need, so different frameworks may not fit in exactlythe sameareas
Introduction Deep leanring Programing framework In general, the deep learning framework provides a series of deep learning components (for general algorithms, there will be implementation). When a new algorithm needs to be used, it needs to be defined by the user, and then the function interface of the deep learning framework is called to use the new algorithm defined by the user. you can use existing models, you can train the parameters of the models yourself you can add your own layer to the existing models. you can select the classifier and optimization algorithm you need at the top ( you don't need propram them at scratch ! ) No framework is perfect, just as there may not be a set of building blocks that you need, so different frameworks may not fit in exactly the same areas
IntroductionNameReleaseOrganization Low-level Language Support LanguageGit starCaffeBVLCC++2013/927000+C++/Python/MatlabTensorflow2015/9GoogleC++/Python/Java等124000+C++/Python2017/1PytorchFacebookC/C++/PythonPython26000+C++Mxnet2015/5DMLCC++/Python/Julia/R等16000+Keras2015/3Google39600+PythonPython2016/8Baidu8300+PaddlepaddleC++/PythonC++/PythonCntk2014/7C++Microsoft15900+C++/Python/C#/.NET/Java2014/2VLFeatC/MatlabMatlab1100+Matconvnet2013/9EclipseC/C++/CudaJava/Scalar等10000+Deeplearning4jChainer2015/44600+Preferred networksPython/CythonPython2014/9Lasagne/theanoC/PythonPython3600+LasagneCcDarknet2013/9JosephRedmon
Introduction Name Release Organization Low-level Language Support Language Git star
IntroductionEach frame has different merits and demerits, choose the best one for you!NameReleaseOrganizationLow-level Language SupportLanguageGitstarCaffe2013/9BVLCC++27000+C++/Python/Matlab2015/9GoogleC++/Python/Java等124000+TensorflowC++/PythonPytorch2017/126000+FacebookC/C++/PythonPython2015/5DMLCC++MxnetC++/Python/Julia/R等16000+Keras2015/3GooglePythonPython39600+2016/8BaiduC++/Python8300+PaddlepaddleC++/PythonCntk2014/7C++MicrosoftC++/Python/C#/.NET/ava15900+2014/2VLFeatMatlab1100+MatconvnetC/Matlab2013/9Java/Scalar等Deeplearning4jEclipseC/C++/Cuda10000+4600+Chainer2015/4PythonPreferrednetworksPython/CythonLasagne/theano2014/9C/Python3600+LasagnePythoncc2013/9DarknetJosephRedmon
Introduction Name Release Organization Low-level Language Support Language Git star Each frame has different merits and demerits, choose the best one for you !