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

Open Graph Title: GitHub - ttkea/tutorials: Tutorials for creating and using ONNX models

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

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

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

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

Opengraph URL: https://github.com/ttkea/tutorials

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READMEhttps://patch-diff.githubusercontent.com/ttkea/tutorials
Licensehttps://patch-diff.githubusercontent.com/ttkea/tutorials
ONNXhttps://github.com/onnx/onnx
https://patch-diff.githubusercontent.com/ttkea/tutorials#onnx-tutorials
Open Neural Network Exchange (ONNX)https://onnx.ai/
a community of partnershttps://onnx.ai/supported-tools
https://patch-diff.githubusercontent.com/ttkea/tutorials#getting-onnx-models
ONNX Model Zoohttps://github.com/onnx/models/tree/main/validated
ONNX Model Zoohttps://github.com/onnx/models
https://patch-diff.githubusercontent.com/ttkea/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
Lobe desktop apphttps://lobe.ai
https://patch-diff.githubusercontent.com/ttkea/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
Caffe2https://caffe2.ai
part of caffe2 packagehttps://github.com/pytorch/pytorch/tree/master/caffe2/python/onnx
Examplehttps://patch-diff.githubusercontent.com/ttkea/tutorials/blob/main/tutorials/Caffe2OnnxExport.ipynb
Chainerhttps://chainer.org/
chainer/onnx-chainerhttps://github.com/chainer/onnx-chainer
Examplehttps://patch-diff.githubusercontent.com/ttkea/tutorials/blob/main/tutorials/ChainerOnnxExport.ipynb
Cognitive Toolkit (CNTK)https://learn.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/ttkea/tutorials/blob/main/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/tensorflow-onnxhttps://github.com/onnx/tensorflow-onnx
Examplehttps://github.com/onnx/tensorflow-onnx/blob/master/tutorials/keras-resnet50.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)https://mxnet.incubator.apache.org/
docshttps://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/ttkea/tutorials/blob/main/tutorials/MXNetONNXExport.ipynb
PyTorchhttps://pytorch.org/
part of pytorch packagehttps://pytorch.org/docs/master/onnx.html
Example1https://pytorch.org/tutorials/advanced/super_resolution_with_onnxruntime.html
Example2https://patch-diff.githubusercontent.com/ttkea/tutorials/blob/main/tutorials/PytorchOnnxExport.ipynb
export for Windows MLhttps://patch-diff.githubusercontent.com/ttkea/tutorials/blob/main/tutorials/ExportModelFromPyTorchForWinML.md
Extending supporthttps://patch-diff.githubusercontent.com/ttkea/tutorials/blob/main/tutorials/PytorchAddExportSupport.md
SciKit-Learnhttps://scikit-learn.org/
onnx/sklearn-onnxhttps://github.com/onnx/sklearn-onnx
Examplehttps://onnx.ai/sklearn-onnx/index.html
SINGA (Apache)https://singa.apache.org/
Githubhttps://github.com/apache/incubator-singa/blob/master/python/singa/sonnx.py
built-inhttps://singa.apache.org/docs/installation/
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/ttkea/tutorials#scoring-onnx-models
Caffe2https://caffe2.ai
Caffe2https://github.com/pytorch/pytorch/tree/master/caffe2/python/onnx
Examplehttps://patch-diff.githubusercontent.com/ttkea/tutorials/blob/main/tutorials/OnnxCaffe2Import.ipynb
Cognitive Toolkit (CNTK)https://learn.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/ttkea/tutorials/blob/main/tutorials/OnnxCntkImport.ipynb
CoreML (Apple)https://developer.apple.com/documentation/coreml
onnx/onnx-coremlhttps://github.com/onnx/onnx-coreml
Examplehttps://patch-diff.githubusercontent.com/ttkea/tutorials/blob/main/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/ttkea/tutorials/blob/main/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)https://mxnet.incubator.apache.org/
Githubhttps://github.com/apache/incubator-mxnet/tree/master/python/mxnet/contrib/onnx
MXNethttps://mxnet.incubator.apache.org/versions/master/install/index.html?platform=Linux&language=Python&processor=CPU
APIhttps://mxnet.incubator.apache.org/api/python/contrib/onnx.html
Examplehttps://patch-diff.githubusercontent.com/ttkea/tutorials/blob/main/tutorials/OnnxMxnetImport.ipynb
ONNX Runtimehttps://github.com/microsoft/onnxruntime
onnxruntime.aihttps://onnxruntime.ai
Documentationhttps://onnxruntime.ai/docs/
SINGA (Apache)https://singa.apache.org/
Githubhttps://github.com/apache/incubator-singa/blob/master/python/singa/sonnx.py
built-inhttps://singa.apache.org/docs/installation/
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/ttkea/tutorials/blob/main/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
Vespa.aihttps://vespa.ai
Vespa Getting Started Guidehttps://docs.vespa.ai/en/getting-started.html
Real Time ONNX Inferencehttps://github.com/vespa-engine/sample-apps/tree/master/model-inference
Search and Passage Rankinghttps://github.com/vespa-engine/sample-apps/blob/master/msmarco-ranking/README.md
https://patch-diff.githubusercontent.com/ttkea/tutorials#end-to-end-tutorials
https://patch-diff.githubusercontent.com/ttkea/tutorials#general
AI-Servinghttps://github.com/autodeployai/ai-serving/blob/master/examples/AIServingMnistOnnxModel.ipynb
AWS Lambdahttps://github.com/michaelulin/pytorch-caffe2-aws-lambda
Cortexhttps://towardsdatascience.com/how-to-deploy-onnx-models-in-production-60bd6abfd3ae
MXNet Model Serverhttps://patch-diff.githubusercontent.com/ttkea/tutorials/blob/main/tutorials/ONNXMXNetServer.ipynb
AWS SageMaker and MXNethttps://github.com/aws/amazon-sagemaker-examples/blob/v0.1.0/sagemaker-python-sdk/mxnet_onnx_eia/mxnet_onnx_eia.ipynb
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/
ONNX Runtime Tutorialshttps://onnxruntime.ai/docs/tutorials/
Azure ML and ONNX Runtimehttps://github.com/Azure/MachineLearningNotebooks/tree/master/how-to-use-azureml/deployment/onnx
https://patch-diff.githubusercontent.com/ttkea/tutorials#mobile
Converting SuperResolution model from PyTorch to Caffe2 with ONNX and deploying on mobile devicehttps://patch-diff.githubusercontent.com/ttkea/tutorials/blob/main/tutorials/PytorchCaffe2SuperResolution.ipynb
Transferring SqueezeNet from PyTorch to Caffe2 with ONNX and to Android apphttps://patch-diff.githubusercontent.com/ttkea/tutorials/blob/main/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
Deploy ONNX Runtime on Mobile/Edge deviceshttps://onnxruntime.ai/docs/tutorials/mobile/
https://patch-diff.githubusercontent.com/ttkea/tutorials#onnx-quantization
HuggingFace Bert Quantization with ONNX Runtimehttps://github.com/microsoft/onnxruntime-inference-examples/blob/main/quantization/notebooks/bert/Bert-GLUE_OnnxRuntime_quantization.ipynb
https://patch-diff.githubusercontent.com/ttkea/tutorials#onnx-as-an-intermediary-format
Convert a PyTorch model to Tensorflow using ONNXhttps://patch-diff.githubusercontent.com/ttkea/tutorials/blob/main/tutorials/PytorchTensorflowMnist.ipynb
https://patch-diff.githubusercontent.com/ttkea/tutorials#onnx-custom-operators
How to export Pytorch model with custom op to ONNX and run it in ONNX Runtimehttps://patch-diff.githubusercontent.com/ttkea/tutorials/blob/main/PyTorchCustomOperator/README.md
https://patch-diff.githubusercontent.com/ttkea/tutorials#visualizing-onnx-models
Netdrawer: Visualizing ONNX modelshttps://patch-diff.githubusercontent.com/ttkea/tutorials/blob/main/tutorials/VisualizingAModel.md
Netron: Viewer for ONNX modelshttps://github.com/lutzroeder/Netron
Zetane: 3D visualizer for ONNX models and internal tensorshttps://github.com/zetane/viewer
https://patch-diff.githubusercontent.com/ttkea/tutorials#other-onnx-tools
Verifying correctness and comparing performancehttps://patch-diff.githubusercontent.com/ttkea/tutorials/blob/main/tutorials/CorrectnessVerificationAndPerformanceComparison.ipynb
Example of operating on ONNX protobufhttps://github.com/onnx/onnx/blob/main/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/ttkea/tutorials/blob/main/tutorials/VersionConversion.md
https://patch-diff.githubusercontent.com/ttkea/tutorials#application-of-onnx
Explainable AI for ONNX modelshttps://patch-diff.githubusercontent.com/ttkea/tutorials/blob/main/tutorials/XAI4ONNX_dianna_overview.ipynb
https://patch-diff.githubusercontent.com/ttkea/tutorials#contributing
contributor guidehttps://github.com/onnx/onnx/blob/main/CONTRIBUTING.md
Readme https://patch-diff.githubusercontent.com/ttkea/tutorials#readme-ov-file
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