├── .github └── ISSUE_TEMPLATE │ ├── bug_report.md │ └── feature_request.md ├── .gitignore ├── .vsts-ci.yml ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── LICENSE ├── PULL_REQUEST_TEMPLATE.md ├── README.md ├── media └── python36.png ├── samples ├── 1.1 [Numeric] Classification with Synthetic Data.ipynb ├── 1.2 [Numeric] Regression with Synthetic Data.ipynb ├── 2.1 [Text] Sentiment Analysis 1 - Data Loading with Pandas.ipynb ├── 2.2 [Text] Sentiment Analysis 2 - Data Streaming with FileDataStream.ipynb ├── 2.3 [Text] Sentiment Analysis 3 - Combining NimbusML and Scikit-learn.ipynb ├── 2.4 [Numeric] Syntax for Column Selection - Classification Using Flight Schedule Data.ipynb ├── 2.5 [Numeric] Learning-to-Rank with Microsoft Bing Data.ipynb ├── 2.6 [Image] Image Processing - Clustering.ipynb ├── 3.1 [Plot] Visualize a pipeline.ipynb ├── 4.1 [Model Explainability] Feature Importance in NimbusML.ipynb └── images │ ├── 1-1-1.png │ ├── 1-1-2.png │ ├── 1-1-3.png │ ├── 1-3-1.png │ ├── 2-5-1.png │ ├── DecisionTree.png │ ├── FDFigure.png │ ├── Ranking2.PNG │ ├── ani_1.1.gif │ ├── pipeline-visualization_16_0.png │ └── pipeline.gv.png └── tests ├── run.cmd └── run_samples.py /.github/ISSUE_TEMPLATE/bug_report.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/microsoft/NimbusML-Samples/HEAD/.github/ISSUE_TEMPLATE/bug_report.md -------------------------------------------------------------------------------- /.github/ISSUE_TEMPLATE/feature_request.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/microsoft/NimbusML-Samples/HEAD/.github/ISSUE_TEMPLATE/feature_request.md -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/microsoft/NimbusML-Samples/HEAD/.gitignore -------------------------------------------------------------------------------- /.vsts-ci.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/microsoft/NimbusML-Samples/HEAD/.vsts-ci.yml -------------------------------------------------------------------------------- /CODE_OF_CONDUCT.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/microsoft/NimbusML-Samples/HEAD/CODE_OF_CONDUCT.md -------------------------------------------------------------------------------- /CONTRIBUTING.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/microsoft/NimbusML-Samples/HEAD/CONTRIBUTING.md -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/microsoft/NimbusML-Samples/HEAD/LICENSE -------------------------------------------------------------------------------- /PULL_REQUEST_TEMPLATE.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/microsoft/NimbusML-Samples/HEAD/PULL_REQUEST_TEMPLATE.md -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/microsoft/NimbusML-Samples/HEAD/README.md -------------------------------------------------------------------------------- /media/python36.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/microsoft/NimbusML-Samples/HEAD/media/python36.png -------------------------------------------------------------------------------- /samples/1.1 [Numeric] Classification with Synthetic Data.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/microsoft/NimbusML-Samples/HEAD/samples/1.1 [Numeric] Classification with Synthetic Data.ipynb -------------------------------------------------------------------------------- /samples/1.2 [Numeric] Regression with Synthetic Data.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/microsoft/NimbusML-Samples/HEAD/samples/1.2 [Numeric] Regression with Synthetic Data.ipynb -------------------------------------------------------------------------------- /samples/2.1 [Text] Sentiment Analysis 1 - Data Loading with Pandas.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/microsoft/NimbusML-Samples/HEAD/samples/2.1 [Text] Sentiment Analysis 1 - Data Loading with Pandas.ipynb -------------------------------------------------------------------------------- /samples/2.2 [Text] Sentiment Analysis 2 - Data Streaming with FileDataStream.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/microsoft/NimbusML-Samples/HEAD/samples/2.2 [Text] Sentiment Analysis 2 - Data Streaming with FileDataStream.ipynb -------------------------------------------------------------------------------- /samples/2.3 [Text] Sentiment Analysis 3 - Combining NimbusML and Scikit-learn.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/microsoft/NimbusML-Samples/HEAD/samples/2.3 [Text] Sentiment Analysis 3 - Combining NimbusML and Scikit-learn.ipynb -------------------------------------------------------------------------------- /samples/2.4 [Numeric] Syntax for Column Selection - Classification Using Flight Schedule Data.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/microsoft/NimbusML-Samples/HEAD/samples/2.4 [Numeric] Syntax for Column Selection - Classification Using Flight Schedule Data.ipynb -------------------------------------------------------------------------------- /samples/2.5 [Numeric] Learning-to-Rank with Microsoft Bing Data.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/microsoft/NimbusML-Samples/HEAD/samples/2.5 [Numeric] Learning-to-Rank with Microsoft Bing Data.ipynb -------------------------------------------------------------------------------- /samples/2.6 [Image] Image Processing - Clustering.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/microsoft/NimbusML-Samples/HEAD/samples/2.6 [Image] Image Processing - Clustering.ipynb -------------------------------------------------------------------------------- /samples/3.1 [Plot] Visualize a pipeline.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/microsoft/NimbusML-Samples/HEAD/samples/3.1 [Plot] Visualize a pipeline.ipynb -------------------------------------------------------------------------------- /samples/4.1 [Model Explainability] Feature Importance in NimbusML.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/microsoft/NimbusML-Samples/HEAD/samples/4.1 [Model Explainability] Feature Importance in NimbusML.ipynb -------------------------------------------------------------------------------- /samples/images/1-1-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/microsoft/NimbusML-Samples/HEAD/samples/images/1-1-1.png -------------------------------------------------------------------------------- /samples/images/1-1-2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/microsoft/NimbusML-Samples/HEAD/samples/images/1-1-2.png -------------------------------------------------------------------------------- /samples/images/1-1-3.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/microsoft/NimbusML-Samples/HEAD/samples/images/1-1-3.png -------------------------------------------------------------------------------- /samples/images/1-3-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/microsoft/NimbusML-Samples/HEAD/samples/images/1-3-1.png -------------------------------------------------------------------------------- /samples/images/2-5-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/microsoft/NimbusML-Samples/HEAD/samples/images/2-5-1.png -------------------------------------------------------------------------------- /samples/images/DecisionTree.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/microsoft/NimbusML-Samples/HEAD/samples/images/DecisionTree.png -------------------------------------------------------------------------------- /samples/images/FDFigure.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/microsoft/NimbusML-Samples/HEAD/samples/images/FDFigure.png -------------------------------------------------------------------------------- /samples/images/Ranking2.PNG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/microsoft/NimbusML-Samples/HEAD/samples/images/Ranking2.PNG -------------------------------------------------------------------------------- /samples/images/ani_1.1.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/microsoft/NimbusML-Samples/HEAD/samples/images/ani_1.1.gif -------------------------------------------------------------------------------- /samples/images/pipeline-visualization_16_0.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/microsoft/NimbusML-Samples/HEAD/samples/images/pipeline-visualization_16_0.png -------------------------------------------------------------------------------- /samples/images/pipeline.gv.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/microsoft/NimbusML-Samples/HEAD/samples/images/pipeline.gv.png -------------------------------------------------------------------------------- /tests/run.cmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/microsoft/NimbusML-Samples/HEAD/tests/run.cmd -------------------------------------------------------------------------------- /tests/run_samples.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/microsoft/NimbusML-Samples/HEAD/tests/run_samples.py --------------------------------------------------------------------------------