Deep Learning Editor

1
2018-04-04 10:22:42
Compare Deep Learning Studio vs. Neural Network Console vs. Neural Network Modeler vs. NVIDIA Digit
DEEP COGNITION - Deep Learning StudioSONY - Neural Network ConsoleIBM - Neural Network ModelerNVIDIA - DigitComment
Version of the software2.0Current1.16.0For NNC and NNM it is the version currently available on their Cloud.
Underlaying FrameworkApache MXNetSONY Neural Netwok LibrariesTheano Tensorflow/Keras Caffe (v1)Tensorflow
Development ActivityImportant (2 enhanced versions have been release recently)Unknown NNL - github is here : https://github.com/sony/nnabla"UnkownImportantNNC - Activity on the underlaying framework (NNL) is weak.
GPUsCUDA compatible???Depends on the target FrameworkCUDA compatible
DL MODEL EDITOR
Graphical editor providedOuiOuiOuiNon Changing the model is possible by editing the network graph"
DL models supported
- CNNOuiOuiOuiOui
- LSTMOuiOuiOui
- MLP / Auto-encodersOuiOuiOui
- RNNOuiOui
Pretained NetworksOui (Resnet50, InceptionV3, SqueezeNet, VGG16, VGG19, WideResNet)NonNonOui
Use Keras APIOuiNonNon
Save Keras HDFS file (.h5)OuiNon
Save Keras model .yaml fileNonNon
Save Keras model fileNonNon
Load Keras model .yaml fileOuiNon
Load Keras HDFS file (.h5)OuiNon
Code generationNonNonOui
- TheanoNonNonOui
- Tensorflow/KerasNonNonOui
- Caffe (v1)NonNonOui
Custom cost functionOuiNonNon
Load Keras Models + WeightsOuiNon
Load Caffe Models + WeightsNonNonOui
Load Keras Code???
Model checkerOuiOuiOuiNon
Datasets ManagementOuiOuiNonOui
Experiments MangementOuiNon
- Exp comparisonOui
- Prev. Exp loaderYes???N/A
TRAINING
DL model trainingOuiOuiNonOui
Tune learning parameterOuiOui
Live performance monitoringOuiNon
INFERENCE
Inference availableOuiOuiNonOui
Results browserOuiNon
View Valid/test set inferenceOuiOui
Confusion matrixNonOui
Visualize intermediate layer activationOuiNon
User test intOuiNon
DEPLOIEMENT
- Rest APIOuiOui On DC server
PLATFORM
- CloudOuiOui
but no computing environnement"Oui
- Cloud Trial periodOuiOuiOui
- DesktopOui (any platform with python)NonOui
OTHER
AutoMLOuiNonNonNon
BrowserOuiNon
Environment managementOuiNonNon
Python shellOuiNonNon
Jupyter notebookOuiNonNon
Documentation"Minimal
(Keras API)""Minimal
(SONY Neural Network Library)"???
TutorialsOuiOuiOui
Web Sitehttp://www.deepcognition.aihttps://dl.sony.com/console/#/dashboardhttps://darviz.mybluemix.net/#/dashboardhttps://developer.nvidia.com/digits
Inclure
  • 2018-03-25 22:05:03
    2018-04-04 10:22:42
  • Français
  • Compare Deep Learning Studio contre Neural Network Console contre Deep Learning IDE contre NVIDIA DIGIT contre Comment
  • Publique
  • Creative Commons License CC-BY-SA 3.0 / GNU FDL
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Commentaires

  • a voté pour ce Comparatif (J'aime)
    Posté 2018-04-03 22:47:10 par Alexis

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