Merge pull request #733 from alvarognvidia/master

Update README.md

README.md

@@ -15,21 +15,21 @@ These examples, along with our NVIDIA deep learning software stack, are provided
 ## Computer Vision
 | Models  | Framework | A100 | AMP | Multi-GPU | Multi-Node  | TRT  | ONNX  | Triton | TF-TRT | NB |
 | ------------- | ------------- | ------------- | ------------- | ------------- | ------------- |------------- |------------- |------------- |------------- |------------- |
-| [ResNet-50](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/resnet50v1.5)  |PyTorch  | Yes  | Yes  | Yes  | -  | -  | -  | [Yes](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/triton/resnet50)  | -  | - |
-| [ResNeXt101](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/resnext101-32x4d)  |PyTorch  | Yes  | Yes  | Yes  | -  | -  |   -  | [Yes](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/triton/resnext101-32x4d)  | -  | - |
-| [SEResNeXt101](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/se-resnext101-32x4d)  |PyTorch  | Yes  | Yes  | Yes  | -  | -  | -  | [Yes](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/triton/se-resnext101-32x4d)  | -  | - |
+| [ResNet-50](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/resnet50v1.5)  |PyTorch  | Yes  | Yes  | Yes  | -  | Yes  | -  | [Yes](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/triton/resnet50)  | -  | - |
+| [ResNeXt-101](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/resnext101-32x4d)  |PyTorch  | Yes  | Yes  | Yes  | -  | Yes  |   -  | [Yes](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/triton/resnext101-32x4d)  | -  | - |
+| [SE-ResNeXt-101](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/se-resnext101-32x4d)  |PyTorch  | Yes  | Yes  | Yes  | -  | Yes  | -  | [Yes](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Classification/ConvNets/triton/se-resnext101-32x4d)  | -  | - |
 | [Mask R-CNN](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Segmentation/MaskRCNN) |PyTorch  | Yes  | Yes  | Yes  | -  | -  |   -  | -  | -  | [Yes](https://github.com/NVIDIA/DeepLearningExamples/blob/master/PyTorch/Segmentation/MaskRCNN/pytorch/notebooks/pytorch_MaskRCNN_pyt_train_and_inference.ipynb) |
 | [SSD](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Detection/SSD) |PyTorch  | Yes  | Yes  | Yes  | -  | -  |   -  | -  | -  | [Yes](https://github.com/NVIDIA/DeepLearningExamples/blob/master/PyTorch/Detection/SSD/examples/inference.ipynb) |
 | [ResNet-50](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Classification/ConvNets/resnet50v1.5) |TensorFlow  | Yes  | Yes  | Yes  | -  | -  | -  | -  | -  | - |
 | [ResNeXt101](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Classification/ConvNets/resnext101-32x4d)  |TensorFlow  | Yes  | Yes  | Yes  | -  | -  |   -  | -  | -  | - |
-| [SEResNeXt101](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Classification/ConvNets/se-resnext101-32x4d)  |TensorFlow  | Yes  | Yes  | Yes  | -  | -  | -  | -  | -  | - |
+| [SE-ResNeXt-101](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Classification/ConvNets/se-resnext101-32x4d)  |TensorFlow  | Yes  | Yes  | Yes  | -  | -  | -  | -  | -  | - |
 | [Mask R-CNN](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN) |TensorFlow  | Yes  | Yes  | Yes  | -  | -  |   -  | -  | -  | - |
 | [SSD](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Detection/SSD) | TensorFlow  | Yes  | Yes  | Yes  | -  | -  | -  | -  | -  | [Yes](https://github.com/NVIDIA/DeepLearningExamples/blob/master/TensorFlow/Detection/SSD/models/research/object_detection/object_detection_tutorial.ipynb) |
-| [U-Net Ind](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Segmentation/UNet_Industrial) |TensorFlow  | Yes  | Yes  | Yes  | -  | Yes  |   -  | -  | Yes  | [Yes](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Segmentation/UNet_Industrial/notebooks) |
-| [U-Net Med](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Segmentation/UNet_Medical) | TensorFlow  | Yes  | Yes  | Yes  | -  |  Yes  |-  |   -  | Yes  | - |
-| [U-Net 3D](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Segmentation/UNet_3D_Medical) | TensorFlow  | Yes  | Yes  | Yes  | -  |  Yes  |-  |   -  | Yes  | - |
-| [V-Net Med](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Segmentation/VNet) | TensorFlow  | Yes  | Yes  | Yes  | -  |  Yes  | -  |   -  | Yes  | - |
-| [U-Net Med](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/UNet_Medical) | TensorFlow2  | Yes  | Yes  | Yes  | -  |  Yes  |-  |   -  | Yes  | - |
+| [U-Net Ind](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Segmentation/UNet_Industrial) |TensorFlow  | Yes  | Yes  | Yes  | -  | -  |   -  | -  | Yes  | [Yes](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Segmentation/UNet_Industrial/notebooks) |
+| [U-Net Med](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Segmentation/UNet_Medical) | TensorFlow  | Yes  | Yes  | Yes  | -  |  -  |-  |   -  | -  | - |
+| [U-Net 3D](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Segmentation/UNet_3D_Medical) | TensorFlow  | Yes  | Yes  | Yes  | -  |  -  | -  |   -  | -  | - |
+| [V-Net Med](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/Segmentation/VNet) | TensorFlow  | Yes  | Yes  | Yes  | -  |  -  | -  |   -  | -  | - |
+| [U-Net Med](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/UNet_Medical) | TensorFlow2  | Yes  | Yes  | Yes  | -  |  -  |-  |   -  | -  | - |
 | [Mask R-CNN](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow2/Segmentation/MaskRCNN) |TensorFlow2  | Yes  | Yes  | Yes  | -  |  -  |-  |   -  | -  | - |
 | [ResNet-50](https://github.com/NVIDIA/DeepLearningExamples/tree/master/MxNet/Classification/RN50v1.5) | MXNet  | -  | Yes  | Yes  | -  | -  |   -  | -  | -  | - |
 
@@ -40,7 +40,7 @@ These examples, along with our NVIDIA deep learning software stack, are provided
 | [TransformerXL](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/LanguageModeling/Transformer-XL) |PyTorch  | Yes  | Yes  | Yes  | Yes  | -  |   -  | -  | -  | - |
 | [GNMT](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Translation/GNMT) |PyTorch  | Yes  | Yes  | Yes  | -  | -  |   -  | -  | -  | - |
 | [Transformer](https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/Translation/Transformer) |PyTorch  | Yes  | Yes  | Yes  | -  | -  |   -  | -  | -  | - |
-| [ELECTRA](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA) | TensorFlow2  | Yes  | Yes  | Yes  | -  | -  |   -  | -  | -  | - |
+| [ELECTRA](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow2/LanguageModeling/ELECTRA) | TensorFlow2  | Yes  | Yes  | Yes  | Yes  | -  |   -  | -  | -  | - |
 | [BERT](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT) |TensorFlow  | Yes  | Yes  | Yes  | Yes  | Yes  | -  | [Yes](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT/triton)  | -  | [Yes](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT/notebooks) |
 | [BioBert](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT/biobert) | TensorFlow  | Yes  | Yes  | Yes  | -  | -  | -  | -  | -  | [Yes](https://github.com/NVIDIA/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/notebooks/biobert_ner_tf_inference.ipynb) |
 | [TransformerXL](https://github.com/NVIDIA/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/Transformer-XL) |TensorFlow  | Yes  | Yes  | Yes  | -  | -  |   -  | -  | -  | - |