Deep Learning Editor
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Compare Deep Learning Studio vs. Neural Network Console vs. Neural
Network Modeler vs. NVIDIA Digit
Nome | DEEP COGNITION - Deep Learning Studio | SONY - Neural Network Console | IBM - Neural Network Modeler | NVIDIA - Digit | Comment |
---|---|---|---|---|---|
Version of the software | 2.0 | Current | 1.1 | 6.0 | For NNC and NNM it is the version currently available on their Cloud. |
Underlaying Framework | Apache MXNet | SONY Neural Netwok Libraries | Theano Tensorflow/Keras Caffe (v1) | Tensorflow | |
Development Activity | Important (2 enhanced versions have been release recently) | Unknown NNL - github is here : github.com/..." | Unkown | Important | NNC - Activity on the underlaying framework (NNL) is weak. |
GPUs | CUDA compatible | ??? | Depends on the target Framework | CUDA compatible | |
DL MODEL EDITOR | |||||
Graphical editor provided | Sì | Sì | Sì | No Changing the model is possible by editing the network graph" | |
DL models supported | |||||
- CNN | Sì | Sì | Sì | Sì | |
- LSTM | Sì | Sì | Sì | ||
- MLP / Auto-encoders | Sì | Sì | Sì | ||
- RNN | Sì | Sì | |||
Pretained Networks | Sì (Resnet50, InceptionV3, SqueezeNet, VGG16, VGG19, WideResNet) | No | No | Sì | |
Use Keras API | Sì | No | No | ||
Save Keras HDFS file (.h5) | Sì | No | |||
Save Keras model .yaml file | No | No | |||
Save Keras model file | No | No | |||
Load Keras model .yaml file | Sì | No | |||
Load Keras HDFS file (.h5) | Sì | No | |||
Code generation | No | No | Sì | ||
- Theano | No | No | Sì | ||
- Tensorflow/Keras | No | No | Sì | ||
- Caffe (v1) | No | No | Sì | ||
Custom cost function | Sì | No | No | ||
Load Keras Models + Weights | Sì | No | |||
Load Caffe Models + Weights | No | No | Sì | ||
Load Keras Code | ??? | ||||
Model checker | Sì | Sì | Sì | No | |
Datasets Management | Sì | Sì | No | Sì | |
Experiments Mangement | Sì | No | |||
- Exp comparison | Sì | ||||
- Prev. Exp loader | Yes | ??? | N/A | ||
TRAINING | |||||
DL model training | Sì | Sì | No | Sì | |
Tune learning parameter | Sì | Sì | |||
Live performance monitoring | Sì | No | |||
INFERENCE | |||||
Inference available | Sì | Sì | No | Sì | |
Results browser | Sì | No | |||
View Valid/test set inference | Sì | Sì | |||
Confusion matrix | No | Sì | |||
Visualize intermediate layer activation | Sì | No | |||
User test int | Sì | No | |||
DEPLOIEMENT | |||||
- Rest API | Sì | Sì On DC server | |||
PLATFORM | |||||
- Cloud | Sì | Sì | |||
but no computing environnement" | Sì | ||||
- Cloud Trial period | Sì | Sì | Sì | ||
- Desktop | Sì (any platform with python) | No | Sì | ||
OTHER | |||||
AutoML | Sì | No | No | No | |
Browser | Sì | No | |||
Environment management | Sì | No | No | ||
Python shell | Sì | No | No | ||
Jupyter notebook | Sì | No | No | ||
Documentation | "Minimal | ||||
(Keras API)" | "Minimal | ||||
(SONY Neural Network Library)" | ??? | ||||
Tutorials | Sì | Sì | Sì | ||
Web Site | deepcognition.ai | sony.com/... | mybluemix.net/... | nvidia.com/... |
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