├── .gitignore ├── CreditRiskPrediction ├── Code │ ├── CreditRiskDeploy.Rmd │ ├── CreditRiskDeploy.html │ ├── CreditRiskDeploy.ipynb │ ├── CreditRiskDeploy2.Rmd │ ├── CreditRiskDeploy2.html │ ├── CreditRiskPrediction.Rmd │ ├── CreditRiskPrediction.html │ ├── CreditRiskPrediction.ipynb │ ├── CreditRiskScale.Rmd │ ├── CreditRiskScale.html │ ├── CreditRiskScale.ipynb │ ├── CreditRiskScale2.Rmd │ ├── CreditRiskScale2.html │ ├── CreditRiskShinyApp.Rmd │ ├── CreditRiskShinyApp.html │ ├── CreditRiskShinyApp.ipynb │ ├── Makefile │ ├── README.md │ └── model_rxtrees.RData ├── Data │ ├── README.md │ ├── binnedSimu.csv │ ├── demographicSimu_v3.csv │ ├── processedSimu.csv │ └── transactionSimu_v3.csv ├── Docs │ ├── Blog - Data Science Accelerator for Credit Risk Prediction.pdf │ └── README.md └── README.md ├── EducationAnalytics ├── Code │ ├── dataStudentDropIndia.Rmd │ ├── dataStudentDropIndia.html │ ├── dataStudentDropIndia.ipynb │ ├── dataStudentScoreAUS.Rmd │ ├── dataStudentScoreAUS.html │ ├── dataStudentScoreAUS.ipynb │ ├── modelStudentDropIndia.Rmd │ ├── modelStudentDropIndia.html │ ├── modelStudentDropIndia.ipynb │ ├── modelStudentScoreAUS.Rmd │ ├── modelStudentScoreAUS.html │ └── modelStudentScoreAUS.ipynb ├── Data │ ├── studentDropIndia_20161215.csv │ └── studentScoreAUS_20161215.csv ├── Doc │ ├── Blog - Education Analytics with R and Cortana Intelligent Suite.pdf │ └── Using R Together with Jupyter Notebook.pdf └── README.md ├── EmployeeAttritionPrediction ├── Code │ ├── EmployeeAttritionPrediction.Rmd │ ├── EmployeeAttritionPrediction.ipynb │ ├── EmployeeAttritionPrediction.nb.html │ ├── EmployeeAttritionPredictionOperationalization.Rmd │ ├── EmployeeAttritionPredictionOperationalization.html │ ├── Makefile │ ├── README.md │ ├── hr-all-in-one.yml │ ├── hrDataExploration │ │ ├── Dockerfile │ │ ├── myapp │ │ │ ├── about.md │ │ │ ├── global.R │ │ │ ├── server.R │ │ │ └── ui.R │ │ ├── shiny-server.conf │ │ └── shiny-server.sh │ ├── hrModelCreation │ │ ├── Dockerfile │ │ ├── myapp │ │ │ ├── about.md │ │ │ ├── global.R │ │ │ ├── server.R │ │ │ └── ui.R │ │ ├── shiny-server.conf │ │ └── shiny-server.sh │ └── script.sh ├── Data │ ├── DataSet1.csv │ ├── DataSet2.csv │ ├── DataSet3.csv │ └── README.md ├── Docs │ ├── Misc │ │ └── pics │ │ │ ├── about.png │ │ │ ├── datavisual.png │ │ │ └── model.png │ ├── Presentation │ │ ├── Presentation.Rproj │ │ ├── README.md │ │ ├── demo-figure │ │ │ ├── aks.png │ │ │ ├── app_profile.png │ │ │ ├── azure_cloud.png │ │ │ ├── employee_sentiment.png │ │ │ ├── framework.png │ │ │ ├── k8s_diagram.png │ │ │ ├── model.png │ │ │ ├── reasons_for_leave.png │ │ │ ├── stacking.png │ │ │ ├── structure.png │ │ │ ├── tdsp.png │ │ │ ├── unnamed-chunk-13-1.png │ │ │ ├── unnamed-chunk-14-1.png │ │ │ ├── unnamed-chunk-15-1.png │ │ │ ├── unnamed-chunk-16-1.png │ │ │ ├── unnamed-chunk-17-1.png │ │ │ ├── unnamed-chunk-2-1.png │ │ │ ├── unnamed-chunk-3-1.png │ │ │ ├── unnamed-chunk-3-2.png │ │ │ ├── unnamed-chunk-4-1.png │ │ │ ├── unnamed-chunk-4-2.png │ │ │ ├── unnamed-chunk-4-3.png │ │ │ ├── unnamed-chunk-5-1.png │ │ │ ├── unnamed-chunk-6-1.png │ │ │ ├── unnamed-chunk-6-2.png │ │ │ ├── unnamed-chunk-6-3.png │ │ │ ├── unnamed-chunk-7-1.png │ │ │ ├── unnamed-chunk-7-2.png │ │ │ └── unnamed-chunk-8-1.png │ │ ├── demo.Rpres │ │ ├── demo.html │ │ ├── demo.md │ │ └── models.RData │ ├── README.md │ └── RevoBlog │ │ └── blog_02mar2017.docx └── README.md ├── GalaxyClassificationWorkflow ├── .gitattributes ├── .gitignore ├── README.md ├── cite.md ├── code │ ├── dataprep │ │ ├── downloadCatalog.R │ │ ├── downloadImages.R │ │ ├── genDataset.R │ │ ├── initDataDirs.R │ │ ├── processImageFuncs.R │ │ └── processImages.R │ ├── deploy │ │ ├── deployModel.R │ │ ├── deploySqlModel.R │ │ └── initObjectTable.R │ ├── frontend │ │ ├── global.R │ │ ├── server.R │ │ ├── showImg.js │ │ └── ui.R │ ├── model │ │ ├── modelDef1.R │ │ ├── modelDef1a.R │ │ ├── modelDef1b.R │ │ ├── trainModel.R │ │ └── trainModelFuncs.R │ ├── settings.R │ └── testing │ │ ├── testApi.R │ │ └── testShiny.R ├── docs │ └── galaxy-ignite.pptx ├── galaxy.rproj ├── galaxy.rxproj ├── galaxy.sln └── setup.md ├── GeneralTemplate ├── Code │ ├── Makefile │ ├── README.md │ ├── SampleMarkDown.ipynb │ ├── SampleMarkdown.Rmd │ ├── SampleMarkdown.nb.html │ └── SampleMarkdown.pdf ├── Data │ └── README.md ├── Docs │ └── README.md └── README.md ├── LICENSE ├── Makefile ├── MovieRecommender ├── Code │ ├── README.md │ ├── als_model │ │ ├── itemFactors │ │ │ ├── ._SUCCESS.crc │ │ │ ├── .part-00000-1cfb45bc-d663-4db1-a312-003e46fd3bb8-c000.snappy.parquet.crc │ │ │ ├── .part-00000-ef0d0643-7188-4cce-a9ab-3545f7968edf.snappy.parquet.crc │ │ │ ├── .part-00001-1cfb45bc-d663-4db1-a312-003e46fd3bb8-c000.snappy.parquet.crc │ │ │ ├── .part-00001-ef0d0643-7188-4cce-a9ab-3545f7968edf.snappy.parquet.crc │ │ │ ├── .part-00002-1cfb45bc-d663-4db1-a312-003e46fd3bb8-c000.snappy.parquet.crc │ │ │ ├── .part-00002-ef0d0643-7188-4cce-a9ab-3545f7968edf.snappy.parquet.crc │ │ │ ├── .part-00003-1cfb45bc-d663-4db1-a312-003e46fd3bb8-c000.snappy.parquet.crc │ │ │ ├── .part-00003-ef0d0643-7188-4cce-a9ab-3545f7968edf.snappy.parquet.crc │ │ │ ├── .part-00004-1cfb45bc-d663-4db1-a312-003e46fd3bb8-c000.snappy.parquet.crc │ │ │ ├── .part-00004-ef0d0643-7188-4cce-a9ab-3545f7968edf.snappy.parquet.crc │ │ │ ├── .part-00005-1cfb45bc-d663-4db1-a312-003e46fd3bb8-c000.snappy.parquet.crc │ │ │ ├── .part-00005-ef0d0643-7188-4cce-a9ab-3545f7968edf.snappy.parquet.crc │ │ │ ├── .part-00006-1cfb45bc-d663-4db1-a312-003e46fd3bb8-c000.snappy.parquet.crc │ │ │ ├── .part-00006-ef0d0643-7188-4cce-a9ab-3545f7968edf.snappy.parquet.crc │ │ │ ├── .part-00007-1cfb45bc-d663-4db1-a312-003e46fd3bb8-c000.snappy.parquet.crc │ │ │ ├── .part-00007-ef0d0643-7188-4cce-a9ab-3545f7968edf.snappy.parquet.crc │ │ │ ├── .part-00008-1cfb45bc-d663-4db1-a312-003e46fd3bb8-c000.snappy.parquet.crc │ │ │ ├── .part-00008-ef0d0643-7188-4cce-a9ab-3545f7968edf.snappy.parquet.crc │ │ │ ├── .part-00009-1cfb45bc-d663-4db1-a312-003e46fd3bb8-c000.snappy.parquet.crc │ │ │ ├── .part-00009-ef0d0643-7188-4cce-a9ab-3545f7968edf.snappy.parquet.crc │ │ │ ├── _SUCCESS │ │ │ ├── part-00000-1cfb45bc-d663-4db1-a312-003e46fd3bb8-c000.snappy.parquet │ │ │ ├── part-00000-ef0d0643-7188-4cce-a9ab-3545f7968edf.snappy.parquet │ │ │ ├── part-00001-1cfb45bc-d663-4db1-a312-003e46fd3bb8-c000.snappy.parquet │ │ │ ├── part-00001-ef0d0643-7188-4cce-a9ab-3545f7968edf.snappy.parquet │ │ │ ├── part-00002-1cfb45bc-d663-4db1-a312-003e46fd3bb8-c000.snappy.parquet │ │ │ ├── part-00002-ef0d0643-7188-4cce-a9ab-3545f7968edf.snappy.parquet │ │ │ ├── part-00003-1cfb45bc-d663-4db1-a312-003e46fd3bb8-c000.snappy.parquet │ │ │ ├── part-00003-ef0d0643-7188-4cce-a9ab-3545f7968edf.snappy.parquet │ │ │ ├── part-00004-1cfb45bc-d663-4db1-a312-003e46fd3bb8-c000.snappy.parquet │ │ │ ├── part-00004-ef0d0643-7188-4cce-a9ab-3545f7968edf.snappy.parquet │ │ │ ├── part-00005-1cfb45bc-d663-4db1-a312-003e46fd3bb8-c000.snappy.parquet │ │ │ ├── part-00005-ef0d0643-7188-4cce-a9ab-3545f7968edf.snappy.parquet │ │ │ ├── part-00006-1cfb45bc-d663-4db1-a312-003e46fd3bb8-c000.snappy.parquet │ │ │ ├── part-00006-ef0d0643-7188-4cce-a9ab-3545f7968edf.snappy.parquet │ │ │ ├── part-00007-1cfb45bc-d663-4db1-a312-003e46fd3bb8-c000.snappy.parquet │ │ │ ├── part-00007-ef0d0643-7188-4cce-a9ab-3545f7968edf.snappy.parquet │ │ │ ├── part-00008-1cfb45bc-d663-4db1-a312-003e46fd3bb8-c000.snappy.parquet │ │ │ ├── part-00008-ef0d0643-7188-4cce-a9ab-3545f7968edf.snappy.parquet │ │ │ ├── part-00009-1cfb45bc-d663-4db1-a312-003e46fd3bb8-c000.snappy.parquet │ │ │ └── part-00009-ef0d0643-7188-4cce-a9ab-3545f7968edf.snappy.parquet │ │ ├── metadata │ │ │ ├── ._SUCCESS.crc │ │ │ ├── .part-00000.crc │ │ │ ├── _SUCCESS │ │ │ └── part-00000 │ │ └── userFactors │ │ │ ├── ._SUCCESS.crc │ │ │ ├── .part-00000-826f6499-220c-49ca-b5cc-12253baa86b4-c000.snappy.parquet.crc │ │ │ ├── .part-00000-9af1f75e-175e-4e4a-87d0-a9dba6cf4db5.snappy.parquet.crc │ │ │ ├── .part-00001-826f6499-220c-49ca-b5cc-12253baa86b4-c000.snappy.parquet.crc │ │ │ ├── .part-00001-9af1f75e-175e-4e4a-87d0-a9dba6cf4db5.snappy.parquet.crc │ │ │ ├── .part-00002-826f6499-220c-49ca-b5cc-12253baa86b4-c000.snappy.parquet.crc │ │ │ ├── .part-00002-9af1f75e-175e-4e4a-87d0-a9dba6cf4db5.snappy.parquet.crc │ │ │ ├── .part-00003-826f6499-220c-49ca-b5cc-12253baa86b4-c000.snappy.parquet.crc │ │ │ ├── .part-00003-9af1f75e-175e-4e4a-87d0-a9dba6cf4db5.snappy.parquet.crc │ │ │ ├── .part-00004-826f6499-220c-49ca-b5cc-12253baa86b4-c000.snappy.parquet.crc │ │ │ ├── .part-00004-9af1f75e-175e-4e4a-87d0-a9dba6cf4db5.snappy.parquet.crc │ │ │ ├── .part-00005-826f6499-220c-49ca-b5cc-12253baa86b4-c000.snappy.parquet.crc │ │ │ ├── .part-00005-9af1f75e-175e-4e4a-87d0-a9dba6cf4db5.snappy.parquet.crc │ │ │ ├── .part-00006-826f6499-220c-49ca-b5cc-12253baa86b4-c000.snappy.parquet.crc │ │ │ ├── .part-00006-9af1f75e-175e-4e4a-87d0-a9dba6cf4db5.snappy.parquet.crc │ │ │ ├── .part-00007-826f6499-220c-49ca-b5cc-12253baa86b4-c000.snappy.parquet.crc │ │ │ ├── .part-00007-9af1f75e-175e-4e4a-87d0-a9dba6cf4db5.snappy.parquet.crc │ │ │ ├── .part-00008-826f6499-220c-49ca-b5cc-12253baa86b4-c000.snappy.parquet.crc │ │ │ ├── .part-00008-9af1f75e-175e-4e4a-87d0-a9dba6cf4db5.snappy.parquet.crc │ │ │ ├── .part-00009-826f6499-220c-49ca-b5cc-12253baa86b4-c000.snappy.parquet.crc │ │ │ ├── .part-00009-9af1f75e-175e-4e4a-87d0-a9dba6cf4db5.snappy.parquet.crc │ │ │ ├── _SUCCESS │ │ │ ├── part-00000-826f6499-220c-49ca-b5cc-12253baa86b4-c000.snappy.parquet │ │ │ ├── part-00000-9af1f75e-175e-4e4a-87d0-a9dba6cf4db5.snappy.parquet │ │ │ ├── part-00001-826f6499-220c-49ca-b5cc-12253baa86b4-c000.snappy.parquet │ │ │ ├── part-00001-9af1f75e-175e-4e4a-87d0-a9dba6cf4db5.snappy.parquet │ │ │ ├── part-00002-826f6499-220c-49ca-b5cc-12253baa86b4-c000.snappy.parquet │ │ │ ├── part-00002-9af1f75e-175e-4e4a-87d0-a9dba6cf4db5.snappy.parquet │ │ │ ├── part-00003-826f6499-220c-49ca-b5cc-12253baa86b4-c000.snappy.parquet │ │ │ ├── part-00003-9af1f75e-175e-4e4a-87d0-a9dba6cf4db5.snappy.parquet │ │ │ ├── part-00004-826f6499-220c-49ca-b5cc-12253baa86b4-c000.snappy.parquet │ │ │ ├── part-00004-9af1f75e-175e-4e4a-87d0-a9dba6cf4db5.snappy.parquet │ │ │ ├── part-00005-826f6499-220c-49ca-b5cc-12253baa86b4-c000.snappy.parquet │ │ │ ├── part-00005-9af1f75e-175e-4e4a-87d0-a9dba6cf4db5.snappy.parquet │ │ │ ├── part-00006-826f6499-220c-49ca-b5cc-12253baa86b4-c000.snappy.parquet │ │ │ ├── part-00006-9af1f75e-175e-4e4a-87d0-a9dba6cf4db5.snappy.parquet │ │ │ ├── part-00007-826f6499-220c-49ca-b5cc-12253baa86b4-c000.snappy.parquet │ │ │ ├── part-00007-9af1f75e-175e-4e4a-87d0-a9dba6cf4db5.snappy.parquet │ │ │ ├── part-00008-826f6499-220c-49ca-b5cc-12253baa86b4-c000.snappy.parquet │ │ │ ├── part-00008-9af1f75e-175e-4e4a-87d0-a9dba6cf4db5.snappy.parquet │ │ │ ├── part-00009-826f6499-220c-49ca-b5cc-12253baa86b4-c000.snappy.parquet │ │ │ └── part-00009-9af1f75e-175e-4e4a-87d0-a9dba6cf4db5.snappy.parquet │ ├── score.py │ ├── service_schema.json │ ├── train.py │ └── utils.py ├── Data │ └── README.md ├── Docs │ ├── README.md │ └── pics │ │ └── rmse_rank.png └── README.md ├── ProductDemandForecast ├── Code │ ├── ProductDemandForecast-hts.Rmd │ ├── ProductDemandForecast-hts.html │ ├── ProductDemandForecast-hts.ipynb │ └── README.md ├── Data │ └── README.md ├── Docs │ ├── README.md │ └── misc │ │ └── hierarchy.png └── README.md ├── README.md ├── SolarPanelForecasting ├── Code │ ├── Makefile │ ├── README.md │ ├── SolarPanelForecastingCode.Rmd │ ├── SolarPanelForecastingCode.nb.html │ ├── SolarPanelForecastingTutorial.Rmd │ ├── SolarPanelForecastingTutorial.nb.html │ └── script.sh ├── Data │ └── README.md ├── Docs │ ├── Figs │ │ ├── lstm.png │ │ └── result.png │ ├── README.md │ └── RUGSMeetup │ │ └── r_cloud_ai_lezhang_microsoft.pdf └── README.md ├── 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