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Deep Learning Editor

1
Compare Deep Learning Studio vs. Neural Network Console vs. Neural Network Modeler vs. NVIDIA Digit
Nome
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 : github.com/..."UnkownImportantNNC - Activity on the underlaying framework (NNL) is weak.
GPUsCUDA compatible???Depends on the target FrameworkCUDA compatible
DL MODEL EDITOR
Graphical editor providedNo Changing the model is possible by editing the network graph"
DL models supported
- CNN
- LSTM
- MLP / Auto-encoders
- RNN
Pretained Networks (Resnet50, InceptionV3, SqueezeNet, VGG16, VGG19, WideResNet)NoNo
Use Keras APINoNo
Save Keras HDFS file (.h5)No
Save Keras model .yaml fileNoNo
Save Keras model fileNoNo
Load Keras model .yaml fileNo
Load Keras HDFS file (.h5)No
Code generationNoNo
- TheanoNoNo
- Tensorflow/KerasNoNo
- Caffe (v1)NoNo
Custom cost functionNoNo
Load Keras Models + WeightsNo
Load Caffe Models + WeightsNoNo
Load Keras Code???
Model checkerNo
Datasets ManagementNo
Experiments MangementNo
- Exp comparison
- Prev. Exp loaderYes???N/A
TRAINING
DL model trainingNo
Tune learning parameter
Live performance monitoringNo
INFERENCE
Inference availableNo
Results browserNo
View Valid/test set inference
Confusion matrixNo
Visualize intermediate layer activationNo
User test intNo
DEPLOIEMENT
- Rest API On DC server
PLATFORM
- Cloud
but no computing environnement"
- Cloud Trial period
- Desktop (any platform with python)No
OTHER
AutoMLNoNoNo
BrowserNo
Environment managementNoNo
Python shellNoNo
Jupyter notebookNoNo
Documentation"Minimal
(Keras API)""Minimal
(SONY Neural Network Library)"???
Tutorials
Web Sitedeepcognition.aisony.com/...mybluemix.net/...nvidia.com/...
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Compare Deep Learning Studio contre Neural Network Console contre Deep Learning IDE contre NVIDIA DIGIT contre Comment
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PALYGAP
2018-04-04 10:22:42
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