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Title: GitHub - Anish0637/tutorials: Tutorials for creating and using ONNX models

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X Title: GitHub - Anish0637/tutorials: Tutorials for creating and using ONNX models

Description: Tutorials for creating and using ONNX models. Contribute to Anish0637/tutorials development by creating an account on GitHub.

Open Graph Description: Tutorials for creating and using ONNX models. Contribute to Anish0637/tutorials development by creating an account on GitHub.

X Description: Tutorials for creating and using ONNX models. Contribute to Anish0637/tutorials development by creating an account on GitHub.

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PyTorchCustomOperatorhttps://patch-diff.githubusercontent.com/Anish0637/tutorials/tree/master/PyTorchCustomOperator
PyTorchCustomOperatorhttps://patch-diff.githubusercontent.com/Anish0637/tutorials/tree/master/PyTorchCustomOperator
examples/CoreML/ONNXLivehttps://patch-diff.githubusercontent.com/Anish0637/tutorials/tree/master/examples/CoreML/ONNXLive
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README.mdhttps://patch-diff.githubusercontent.com/Anish0637/tutorials/blob/master/README.md
pytorch_caffe2_docker.mdhttps://patch-diff.githubusercontent.com/Anish0637/tutorials/blob/master/pytorch_caffe2_docker.md
pytorch_caffe2_docker.mdhttps://patch-diff.githubusercontent.com/Anish0637/tutorials/blob/master/pytorch_caffe2_docker.md
READMEhttps://patch-diff.githubusercontent.com/Anish0637/tutorials
MIT licensehttps://patch-diff.githubusercontent.com/Anish0637/tutorials
ONNXhttps://github.com/onnx/onnx
https://patch-diff.githubusercontent.com/Anish0637/tutorials#onnx-tutorials
Open Neural Network Exchange (ONNX)http://onnx.ai/
a community of partnershttps://onnx.ai/supported-tools
Docker image for ONNX and Caffe2/PyTorchhttps://patch-diff.githubusercontent.com/Anish0637/tutorials/blob/master/pytorch_caffe2_docker.md
Docker image for ONNX, ONNX Runtime, and various convertershttps://github.com/onnx/onnx-docker/tree/master/onnx-ecosystem
https://patch-diff.githubusercontent.com/Anish0637/tutorials#getting-onnx-models
ONNX Model Zoohttps://github.com/onnx/models
https://patch-diff.githubusercontent.com/Anish0637/tutorials#services
Azure Custom Vision servicehttps://docs.microsoft.com/en-us/azure/cognitive-services/Custom-Vision-Service/custom-vision-onnx-windows-ml
Azure Machine Learning automated MLhttps://docs.microsoft.com/en-us/azure/machine-learning/service/concept-automated-ml#use-with-onnx-in-c-apps
https://patch-diff.githubusercontent.com/Anish0637/tutorials#converting-to-onnx-format
Caffehttps://github.com/BVLC/caffe
apple/coremltoolshttps://github.com/apple/coremltools
onnx/onnxmltoolshttps://github.com/onnx/onnxmltools
Examplehttps://github.com/onnx/onnx-docker/blob/master/onnx-ecosystem/converter_scripts/caffe_coreml_onnx.ipynb
Caffe2http://caffe2.ai
part of caffe2 packagehttps://github.com/pytorch/pytorch/tree/master/caffe2/python/onnx
Examplehttps://patch-diff.githubusercontent.com/Anish0637/tutorials/blob/master/tutorials/Caffe2OnnxExport.ipynb
Chainerhttps://chainer.org/
chainer/onnx-chainerhttps://github.com/chainer/onnx-chainer
Examplehttps://patch-diff.githubusercontent.com/Anish0637/tutorials/blob/master/tutorials/ChainerOnnxExport.ipynb
Cognitive Toolkit (CNTK)https://www.microsoft.com/en-us/cognitive-toolkit/
built-inhttps://docs.microsoft.com/en-us/cognitive-toolkit/setup-cntk-on-your-machine
Examplehttps://patch-diff.githubusercontent.com/Anish0637/tutorials/blob/master/tutorials/CntkOnnxExport.ipynb
CoreML (Apple)https://developer.apple.com/documentation/coreml
onnx/onnxmltoolshttps://github.com/onnx/onnxmltools
Examplehttps://github.com/onnx/onnx-docker/blob/master/onnx-ecosystem/converter_scripts/coreml_onnx.ipynb
Kerashttps://github.com/keras-team/keras
onnx/keras-onnxhttps://github.com/onnx/keras-onnx
Examplehttps://github.com/onnx/onnx-docker/blob/master/onnx-ecosystem/converter_scripts/keras_onnx.ipynb
LibSVMhttps://github.com/cjlin1/libsvm
onnx/onnxmltoolshttps://github.com/onnx/onnxmltools
Examplehttps://github.com/onnx/onnx-docker/blob/master/onnx-ecosystem/converter_scripts/libsvm_onnx.ipynb
LightGBMhttps://github.com/Microsoft/LightGBM
onnx/onnxmltoolshttps://github.com/onnx/onnxmltools
Examplehttps://github.com/onnx/onnx-docker/blob/master/onnx-ecosystem/converter_scripts/lightgbm_onnx.ipynb
MATLABhttps://www.mathworks.com/
Deep Learning Toolboxhttps://www.mathworks.com/matlabcentral/fileexchange/67296
Examplehttps://www.mathworks.com/help/deeplearning/ref/exportonnxnetwork.html
ML.NEThttps://github.com/dotnet/machinelearning/
built-inhttps://www.nuget.org/packages/Microsoft.ML/
Examplehttps://github.com/dotnet/machinelearning/blob/master/test/Microsoft.ML.Tests/OnnxConversionTest.cs
MXNet (Apache)http://mxnet.incubator.apache.org/
docshttp://mxnet.incubator.apache.org/api/python/contrib/onnx.html
githubhttps://github.com/apache/incubator-mxnet/tree/master/python/mxnet/contrib/onnx
Examplehttps://patch-diff.githubusercontent.com/Anish0637/tutorials/blob/master/tutorials/MXNetONNXExport.ipynb
PyTorchhttp://pytorch.org/
part of pytorch packagehttp://pytorch.org/docs/master/onnx.html
Example1https://pytorch.org/tutorials/advanced/super_resolution_with_onnxruntime.html
Example2https://patch-diff.githubusercontent.com/Anish0637/tutorials/blob/master/tutorials/PytorchOnnxExport.ipynb
export for Windows MLhttps://patch-diff.githubusercontent.com/Anish0637/tutorials/blob/master/tutorials/ExportModelFromPyTorchForWinML.md
Extending supporthttps://patch-diff.githubusercontent.com/Anish0637/tutorials/blob/master/tutorials/PytorchAddExportSupport.md
SciKit-Learnhttp://scikit-learn.org/
onnx/sklearn-onnxhttps://github.com/onnx/sklearn-onnx
Examplehttp://onnx.ai/sklearn-onnx/index.html
SINGA (Apache)http://singa.apache.org/
Githubhttps://github.com/apache/incubator-singa/blob/master/python/singa/sonnx.py
built-inhttps://github.com/apache/incubator-singa/blob/master/doc/en/docs/installation.md
Examplehttps://github.com/apache/incubator-singa/tree/master/examples/onnx
TensorFlowhttps://www.tensorflow.org/
onnx/tensorflow-onnxhttps://github.com/onnx/tensorflow-onnx
Exampleshttps://github.com/onnx/tutorials/blob/master/tutorials/TensorflowToOnnx-1.ipynb
https://patch-diff.githubusercontent.com/Anish0637/tutorials#scoring-onnx-models
Caffe2http://caffe2.ai
Caffe2https://github.com/pytorch/pytorch/tree/master/caffe2/python/onnx
Examplehttps://patch-diff.githubusercontent.com/Anish0637/tutorials/blob/master/tutorials/OnnxCaffe2Import.ipynb
Cognitive Toolkit (CNTK)https://www.microsoft.com/en-us/cognitive-toolkit/
built-inhttps://docs.microsoft.com/en-us/cognitive-toolkit/setup-cntk-on-your-machine
Examplehttps://patch-diff.githubusercontent.com/Anish0637/tutorials/blob/master/tutorials/OnnxCntkImport.ipynb
CoreML (Apple)https://developer.apple.com/documentation/coreml
onnx/onnx-coremlhttps://github.com/onnx/onnx-coreml
Examplehttps://patch-diff.githubusercontent.com/Anish0637/tutorials/blob/master/tutorials/OnnxCoremlImport.ipynb
MATLABhttps://www.mathworks.com/
Deep Learning Toolbox Converterhttps://www.mathworks.com/matlabcentral/fileexchange/67296
Documentation and Exampleshttps://www.mathworks.com/help/deeplearning/ref/importonnxnetwork.html
Menohhttps://github.com/pfnet-research/menoh
Github Packageshttps://github.com/pfnet-research/menoh/releases
Nugethttps://www.nuget.org/packages/Menoh/
Examplehttps://patch-diff.githubusercontent.com/Anish0637/tutorials/blob/master/tutorials/OnnxMenohHaskellImport.ipynb
ML.NEThttps://github.com/dotnet/machinelearning/
Microsoft.ML Nuget Packagehttps://www.nuget.org/packages/Microsoft.ML/
Examplehttps://github.com/dotnet/machinelearning/blob/master/test/Microsoft.ML.OnnxTransformerTest/OnnxTransformTests.cs
MXNet (Apache)http://mxnet.incubator.apache.org/
Githubhttps://github.com/apache/incubator-mxnet/tree/master/python/mxnet/contrib/onnx
MXNethttp://mxnet.incubator.apache.org/versions/master/install/index.html?platform=Linux&language=Python&processor=CPU
APIhttp://mxnet.incubator.apache.org/api/python/contrib/onnx.html
Examplehttps://patch-diff.githubusercontent.com/Anish0637/tutorials/blob/master/tutorials/OnnxMxnetImport.ipynb
ONNX Runtimehttps://github.com/microsoft/onnxruntime
onnxruntimehttps://pypi.org/project/onnxruntime/
onnxruntime-gpuhttps://pypi.org/project/onnxruntime-gpu
Microsoft.ML.OnnxRuntimehttps://www.nuget.org/packages/Microsoft.ML.OnnxRuntime/
Microsoft.ML.OnnxRuntime.Gpuhttps://www.nuget.org/packages/Microsoft.ML.OnnxRuntime.Gpu/
Pythonhttps://aka.ms/onnxruntime-python
C#https://github.com/Microsoft/onnxruntime/blob/master/docs/CSharp_API.md
Chttps://github.com/Microsoft/onnxruntime/blob/master/docs/C_API.md
C++https://github.com/Microsoft/onnxruntime/blob/master/onnxruntime/core/session/inference_session.h
Pythonhttps://microsoft.github.io/onnxruntime/python/auto_examples/plot_load_and_predict.html
C#https://github.com/Microsoft/onnxruntime/blob/master/csharp/test/Microsoft.ML.OnnxRuntime.Tests/InferenceTest.cs#L54
Chttps://github.com/Microsoft/onnxruntime/blob/master/csharp/test/Microsoft.ML.OnnxRuntime.EndToEndTests.Capi/C_Api_Sample.cpp
SINGA (Apache)http://singa.apache.org/
Githubhttps://github.com/apache/incubator-singa/blob/master/python/singa/sonnx.py
built-inhttps://github.com/apache/incubator-singa/blob/master/doc/en/docs/installation.md
Examplehttps://github.com/apache/incubator-singa/tree/master/examples/onnx
Tensorflowhttps://www.tensorflow.org/
onnx-tensorflowhttps://github.com/onnx/onnx-tensorflow
Examplehttps://patch-diff.githubusercontent.com/Anish0637/tutorials/blob/master/tutorials/OnnxTensorflowImport.ipynb
TensorRThttps://developer.nvidia.com/tensorrt
onnx-tensorrthttps://github.com/onnx/onnx-tensorrt
Examplehttps://github.com/onnx/onnx-tensorrt/blob/master/README.md
Windows MLhttps://docs.microsoft.com/en-us/windows/ai/windows-ml
Windows 10https://docs.microsoft.com/en-us/windows/ai/release-notes
APIhttps://docs.microsoft.com/en-us/windows/ai/api-reference
C++ Desktop Apphttps://docs.microsoft.com/en-us/windows/ai/get-started-desktop
C# UWP Apphttps://docs.microsoft.com/en-us/windows/ai/get-started-uwp
Exampleshttps://docs.microsoft.com/en-us/windows/ai/tools-and-samples
https://patch-diff.githubusercontent.com/Anish0637/tutorials#end-to-end-tutorials
https://patch-diff.githubusercontent.com/Anish0637/tutorials#conversion-to-deployment
Converting SuperResolution model from PyTorch to Caffe2 with ONNX and deploying on mobile devicehttps://patch-diff.githubusercontent.com/Anish0637/tutorials/blob/master/tutorials/PytorchCaffe2SuperResolution.ipynb
Transferring SqueezeNet from PyTorch to Caffe2 with ONNX and to Android apphttps://patch-diff.githubusercontent.com/Anish0637/tutorials/blob/master/tutorials/PytorchCaffe2MobileSqueezeNet.ipynb
Converting Style Transfer model from PyTorch to CoreML with ONNX and deploying to an iPhonehttps://github.com/onnx/tutorials/tree/master/examples/CoreML/ONNXLive
Serving PyTorch Models on AWS Lambda with Caffe2 & ONNXhttps://machinelearnings.co/serving-pytorch-models-on-aws-lambda-with-caffe2-onnx-7b096806cfac
MXNet to ONNX to ML.NET with SageMaker, ECS and ECRhttps://cosminsanda.com/posts/mxnet-to-onnx-to-ml.net-with-sagemaker-ecs-and-ecr/
Convert CoreML YOLO model to ONNX, score with ONNX Runtime, and deploy in Azurehttps://github.com/Azure/MachineLearningNotebooks/blob/master/how-to-use-azureml/deployment/onnx/onnx-convert-aml-deploy-tinyyolo.ipynb
Inference PyTorch Bert Model for High Performance in ONNX Runtimehttps://github.com/microsoft/onnxruntime/blob/master/onnxruntime/python/tools/transformers/notebooks/PyTorch_Bert-Squad_OnnxRuntime_GPU.ipynb
Inference TensorFlow Bert Model for High Performance in ONNX Runtimehttps://github.com/microsoft/onnxruntime/blob/master/onnxruntime/python/tools/transformers/notebooks/Tensorflow_Keras_Bert-Squad_OnnxRuntime_CPU.ipynb
Inference Bert Model for High Performance with ONNX Runtime on AzureMLhttps://github.com/microsoft/onnxruntime/blob/master/onnxruntime/python/tools/transformers/notebooks/Inference_Bert_with_OnnxRuntime_on_AzureML.ipynb
Various Samples: Inferencing ONNX models using ONNX Runtime (Python, C#, C, Java, etc)https://github.com/microsoft/onnxruntime/tree/master/samples
https://patch-diff.githubusercontent.com/Anish0637/tutorials#serving
Serving ONNX models with Cortexhttps://towardsdatascience.com/how-to-deploy-onnx-models-in-production-60bd6abfd3ae
Serving ONNX models with MXNet Model Serverhttps://patch-diff.githubusercontent.com/Anish0637/tutorials/blob/master/tutorials/ONNXMXNetServer.ipynb
Serving ONNX models with ONNX Runtime Serverhttps://patch-diff.githubusercontent.com/Anish0637/tutorials/blob/master/tutorials/OnnxRuntimeServerSSDModel.ipynb
ONNX model hosting with AWS SageMaker and MXNethttps://github.com/awslabs/amazon-sagemaker-examples/blob/master/sagemaker-python-sdk/mxnet_onnx_eia/mxnet_onnx_eia.ipynb
Serving ONNX models with ONNX Runtime on Azure MLhttps://github.com/Azure/MachineLearningNotebooks/tree/master/how-to-use-azureml/deployment/onnx
FER Facial Expression Recognitionhttps://github.com/Azure/MachineLearningNotebooks/blob/master/how-to-use-azureml/deployment/onnx/onnx-inference-facial-expression-recognition-deploy.ipynb
MNIST Handwritten Digitshttps://github.com/Azure/MachineLearningNotebooks/blob/master/how-to-use-azureml/deployment/onnx/onnx-inference-mnist-deploy.ipynb
Resnet50 Image Classificationhttps://github.com/Azure/MachineLearningNotebooks/blob/master/how-to-use-azureml/deployment/onnx/onnx-modelzoo-aml-deploy-resnet50.ipynb
https://patch-diff.githubusercontent.com/Anish0637/tutorials#onnx-as-an-intermediary-format
Convert a PyTorch model to Tensorflow using ONNXhttps://patch-diff.githubusercontent.com/Anish0637/tutorials/blob/master/tutorials/PytorchTensorflowMnist.ipynb
https://patch-diff.githubusercontent.com/Anish0637/tutorials#onnx-custom-operators
How to export Pytorch model with custom op to ONNX and run it in ONNX Runtimehttps://patch-diff.githubusercontent.com/Anish0637/tutorials/blob/master/PyTorchCustomOperator/README.md
https://patch-diff.githubusercontent.com/Anish0637/tutorials#other-onnx-tools
Verifying correctness and comparing performancehttps://patch-diff.githubusercontent.com/Anish0637/tutorials/blob/master/tutorials/CorrectnessVerificationAndPerformanceComparison.ipynb
Visualizing an ONNX modelhttps://patch-diff.githubusercontent.com/Anish0637/tutorials/blob/master/tutorials/VisualizingAModel.md
Netron: a viewer for ONNX modelshttps://github.com/lutzroeder/Netron
Example of operating on ONNX protobufhttps://github.com/onnx/onnx/blob/master/onnx/examples/Protobufs.ipynb
Float16 <-> Float32 converterhttps://github.com/onnx/onnx-docker/blob/master/onnx-ecosystem/converter_scripts/float32_float16_onnx.ipynb
Version conversionhttps://patch-diff.githubusercontent.com/Anish0637/tutorials/blob/master/tutorials/VersionConversion.md
https://patch-diff.githubusercontent.com/Anish0637/tutorials#contributing
contributor guidehttps://github.com/onnx/onnx/blob/master/docs/CONTRIBUTING.md
Readme https://patch-diff.githubusercontent.com/Anish0637/tutorials#readme-ov-file
MIT license https://patch-diff.githubusercontent.com/Anish0637/tutorials#MIT-1-ov-file
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