 Nom | 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 | Oui | Oui | Oui | Non Changing the model is possible by editing the network graph" | |
| DL models supported | |||||
| - CNN | Oui | Oui | Oui | Oui | |
| - LSTM | Oui | Oui | Oui | ||
| - MLP / Auto-encoders | Oui | Oui | Oui | ||
| - RNN | Oui | Oui | |||
| Pretained Networks | Oui (Resnet50, InceptionV3, SqueezeNet, VGG16, VGG19, WideResNet) | Non | Non | Oui | |
| Use Keras API | Oui | Non | Non | ||
| Save Keras HDFS file (.h5) | Oui | Non | |||
| Save Keras model .yaml file | Non | Non | |||
| Save Keras model file | Non | Non | |||
| Load Keras model .yaml file | Oui | Non | |||
| Load Keras HDFS file (.h5) | Oui | Non | |||
| Code generation | Non | Non | Oui | ||
| - Theano | Non | Non | Oui | ||
| - Tensorflow/Keras | Non | Non | Oui | ||
| - Caffe (v1) | Non | Non | Oui | ||
| Custom cost function | Oui | Non | Non | ||
| Load Keras Models + Weights | Oui | Non | |||
| Load Caffe Models + Weights | Non | Non | Oui | ||
| Load Keras Code | ??? | ||||
| Model checker | Oui | Oui | Oui | Non | |
| Datasets Management | Oui | Oui | Non | Oui | |
| Experiments Mangement | Oui | Non | |||
| - Exp comparison | Oui | ||||
| - Prev. Exp loader | Yes | ??? | N/A | ||
| TRAINING | |||||
| DL model training | Oui | Oui | Non | Oui | |
| Tune learning parameter | Oui | Oui | |||
| Live performance monitoring | Oui | Non | |||
| INFERENCE | |||||
| Inference available | Oui | Oui | Non | Oui | |
| Results browser | Oui | Non | |||
| View Valid/test set inference | Oui | Oui | |||
| Confusion matrix | Non | Oui | |||
| Visualize intermediate layer activation | Oui | Non | |||
| User test int | Oui | Non | |||
| DEPLOIEMENT | |||||
| - Rest API | Oui | Oui On DC server | |||
| PLATFORM | |||||
| - Cloud | Oui | Oui | |||
| but no computing environnement" | Oui | ||||
| - Cloud Trial period | Oui | Oui | Oui | ||
| - Desktop | Oui (any platform with python) | Non | Oui | ||
| OTHER | |||||
| AutoML | Oui | Non | Non | Non | |
| Browser | Oui | Non | |||
| Environment management | Oui | Non | Non | ||
| Python shell | Oui | Non | Non | ||
| Jupyter notebook | Oui | Non | Non | ||
| Documentation | "Minimal | ||||
| (Keras API)" | "Minimal | ||||
| (SONY Neural Network Library)" | ??? | ||||
| Tutorials | Oui | Oui | Oui | ||
| Web Site | deepcognition.ai | sony.com/... | mybluemix.net/... | nvidia.com/... |