├── .acrolinx-config.edn ├── .chglog ├── CHANGELOG.tpl.md └── config.yml ├── .devcontainer ├── devcontainer.json └── postCreate.sh ├── .dockerignore ├── .gitattributes ├── .github ├── ISSUE_TEMPLATE │ ├── bug_report_template.yaml │ └── feature_request.md ├── dependabot.yml ├── pull_request_template.md └── workflows │ ├── acknowledge-new-issues.yml │ ├── acknowledge-new-prs.yml │ ├── add-triage-label.yml │ ├── ado-integration.yml │ ├── ado-pr-to-workitem.yml │ ├── check-dead-links.yml │ ├── check-semantic-prs.yaml │ ├── codeql.yml │ ├── remove-awaiting-response-label.yml │ ├── remove-old-issues.yml │ ├── reopen-issue-on-comment.yml │ └── scorecards.yml ├── .gitignore ├── .pipelines ├── clean-acr.yml ├── onebranch-buddy.yml ├── onebranch-official.yml └── onebranch-pull-request.yml ├── CODEOWNERS ├── CONTRIBUTING.md ├── LICENSE ├── README.md ├── SECURITY.md ├── apt.txt ├── codecov.yaml ├── cognitive └── src │ ├── main │ ├── python │ │ └── synapse │ │ │ └── ml │ │ │ ├── cognitive │ │ │ ├── __init__.py │ │ │ ├── anomaly.py │ │ │ ├── bing.py │ │ │ ├── face.py │ │ │ ├── form.py │ │ │ ├── geospatial.py │ │ │ ├── langchain.py │ │ │ ├── language.py │ │ │ ├── openai.py │ │ │ ├── search.py │ │ │ ├── speech.py │ │ │ ├── text.py │ │ │ ├── translate.py │ │ │ └── vision.py │ │ │ └── services │ │ │ ├── __init__.py │ │ │ ├── bing │ │ │ ├── BingImageSearch.py │ │ │ └── __init__.py │ │ │ ├── langchain │ │ │ ├── LangchainTransform.py │ │ │ └── __init__.py │ │ │ ├── openai │ │ │ ├── OpenAIDefaults.py │ │ │ └── __init__.py │ │ │ └── search │ │ │ ├── AzureSearchWriter.py │ │ │ └── __init__.py │ └── scala │ │ └── com │ │ └── microsoft │ │ └── azure │ │ └── synapse │ │ └── ml │ │ └── services │ │ ├── CognitiveServiceBase.scala │ │ ├── CognitiveServiceSchemas.scala │ │ ├── aifoundry │ │ └── AIFoundryChatCompletion.scala │ │ ├── anomaly │ │ ├── AnomalyDetection.scala │ │ ├── AnomalyDetectorSchemas.scala │ │ ├── MultivariateAnomalyDetection.scala │ │ └── MultivariateAnomalyDetectorSchemas.scala │ │ ├── bing │ │ ├── BingImageSearch.scala │ │ └── ImageSearchSchemas.scala │ │ ├── face │ │ ├── Face.scala │ │ └── FaceSchemas.scala │ │ ├── form │ │ ├── FormOntologyLearner.scala │ │ ├── FormRecognizer.scala │ │ ├── FormRecognizerSchemas.scala │ │ ├── FormRecognizerV3.scala │ │ └── FormRecognizerV3Schemas.scala │ │ ├── geospatial │ │ ├── AzMapsSearchSchemas.scala │ │ ├── AzMapsSpatialSchemas.scala │ │ ├── AzureMapsTraits.scala │ │ ├── CheckPointInPolygon.scala │ │ └── Geocoders.scala │ │ ├── language │ │ ├── AnalyzeText.scala │ │ ├── AnalyzeTextJobSchema.scala │ │ ├── AnalyzeTextLROTraits.scala │ │ ├── AnalyzeTextLongRunningOperations.scala │ │ └── AnalyzeTextSchema.scala │ │ ├── openai │ │ ├── OpenAI.scala │ │ ├── OpenAIChatCompletion.scala │ │ ├── OpenAICompletion.scala │ │ ├── OpenAIDefaults.scala │ │ ├── OpenAIEmbedding.scala │ │ ├── OpenAIPrompt.scala │ │ ├── OpenAIResponses.scala │ │ ├── OpenAISchemas.scala │ │ ├── ResponseFormatUtils.scala │ │ └── ReturnUsage.scala │ │ ├── search │ │ ├── AzureSearch.scala │ │ ├── AzureSearchAPI.scala │ │ └── AzureSearchSchemas.scala │ │ ├── speech │ │ ├── AudioStreams.scala │ │ ├── SpeakerEmotionInference.scala │ │ ├── SpeechAPI.scala │ │ ├── SpeechSchemas.scala │ │ ├── SpeechToText.scala │ │ ├── SpeechToTextSDK.scala │ │ └── TextToSpeech.scala │ │ ├── text │ │ ├── TextAnalytics.scala │ │ ├── TextAnalyticsAnalyzeSchemas.scala │ │ └── TextAnalyticsSchemas.scala │ │ ├── translate │ │ ├── DocumentTranslator.scala │ │ ├── TextTranslator.scala │ │ └── TranslatorSchemas.scala │ │ └── vision │ │ ├── ComputerVision.scala │ │ ├── ComputerVisionSchemas.scala │ │ └── OCRSchemas.scala │ └── test │ ├── python │ └── synapsemltest │ │ └── services │ │ ├── __init__.py │ │ ├── langchain │ │ └── test_LangchainTransform.py │ │ ├── openai │ │ ├── test_OpenAIDefaults.py │ │ └── test_ResponseFormatOrder.py │ │ └── test_simple.py │ ├── resources │ ├── audio1.txt │ ├── audio1.wav │ ├── audio2.txt │ ├── audio2.wav │ ├── audio3.mp3 │ ├── audio3.txt │ ├── audio4.txt │ ├── dialogue.mp3 │ ├── lily.wav │ └── mark.wav │ └── scala │ └── com │ └── microsoft │ └── azure │ └── synapse │ └── ml │ ├── core │ └── utils │ │ └── utils │ │ ├── ModelEqualitySuite.scala │ │ └── SlicerFunctionsSuite.scala │ └── services │ ├── CognitiveServicesCommon.scala │ ├── ParamBoilerplateGen.scala │ ├── aifoundry │ └── AIFoundryChatCompletionSuite.scala │ ├── anomaly │ ├── AnamolyDetectionSuite.scala │ └── MultivariateAnamolyDetectionSuite.scala │ ├── face │ ├── FaceAPI.scala │ └── FaceSuite.scala │ ├── form │ ├── FormOntologyLearnerSuite.scala │ ├── FormRecognizerSuite.scala │ └── FormRecognizerV3Suite.scala │ ├── geospatial │ ├── AzureMapsSuite.scala │ └── AzureMapsTraitsSuite.scala │ ├── language │ ├── AnalyzeTextLROSuite.scala │ └── AnalyzeTextSuite.scala │ ├── openai │ ├── OpenAIAPIKey.scala │ ├── OpenAIChatCompletionSuite.scala │ ├── OpenAICompletionSuite.scala │ ├── OpenAIDefaultsSuite.scala │ ├── OpenAIEmbeddingsSuite.scala │ ├── OpenAIPromptSuite.scala │ ├── OpenAIResponsesSuite.scala │ └── ResponseFormatOrderSuite.scala │ ├── search │ ├── split1 │ │ └── SearchWriterSuitePart1.scala │ └── split2 │ │ └── SearchWriterSuitePart2.scala │ ├── speech │ ├── SpeakerEmotionInferenceSuite.scala │ ├── SpeechToTextSDKSuite.scala │ ├── SpeechToTextSuite.scala │ └── TextToSpeechSuite.scala │ ├── text │ └── TextAnalyticsSuite.scala │ ├── translate │ └── TranslatorSuite.scala │ └── vision │ └── ComputerVisionSuite.scala ├── core └── src │ ├── main │ ├── python │ │ ├── LICENSE.txt │ │ ├── MANIFEST.in │ │ ├── mmlspark │ │ │ └── __init__.py │ │ └── synapse │ │ │ ├── README.txt │ │ │ ├── doc │ │ │ ├── conf.py │ │ │ ├── index.rst │ │ │ └── scala.rst │ │ │ └── ml │ │ │ ├── automl │ │ │ ├── BestModel.py │ │ │ ├── HyperparamBuilder.py │ │ │ ├── TuneHyperparametersModel.py │ │ │ └── __init__.py │ │ │ ├── causal │ │ │ ├── DiffInDiffModel.py │ │ │ ├── DoubleMLModel.py │ │ │ └── __init__.py │ │ │ ├── core │ │ │ ├── __init__.py │ │ │ ├── init_spark.py │ │ │ ├── logging │ │ │ │ ├── SynapseMLLogger.py │ │ │ │ └── __init__.py │ │ │ ├── platform │ │ │ │ ├── Platform.py │ │ │ │ └── __init__.py │ │ │ ├── schema │ │ │ │ ├── TypeConversionUtils.py │ │ │ │ ├── Utils.py │ │ │ │ └── __init__.py │ │ │ ├── serialize │ │ │ │ ├── __init__.py │ │ │ │ └── java_params_patch.py │ │ │ └── spark │ │ │ │ ├── FluentAPI.py │ │ │ │ ├── __init__.py │ │ │ │ └── functions.py │ │ │ ├── cyber │ │ │ ├── __init__.py │ │ │ ├── anomaly │ │ │ │ ├── __init__.py │ │ │ │ ├── collaborative_filtering.py │ │ │ │ └── complement_access.py │ │ │ ├── dataset.py │ │ │ ├── feature │ │ │ │ ├── __init__.py │ │ │ │ ├── indexers.py │ │ │ │ └── scalers.py │ │ │ └── utils │ │ │ │ ├── __init__.py │ │ │ │ └── spark_utils.py │ │ │ ├── downloader │ │ │ ├── ModelDownloader.py │ │ │ └── __init__.py │ │ │ ├── explainers │ │ │ └── ICETransformer.py │ │ │ ├── io │ │ │ ├── IOImplicits.py │ │ │ ├── __init__.py │ │ │ ├── binary │ │ │ │ ├── BinaryFileReader.py │ │ │ │ └── __init__.py │ │ │ ├── http │ │ │ │ ├── HTTPFunctions.py │ │ │ │ ├── JSONOutputParser.py │ │ │ │ ├── ServingFunctions.py │ │ │ │ ├── SimpleHTTPTransformer.py │ │ │ │ └── __init__.py │ │ │ ├── image │ │ │ │ ├── ImageUtils.py │ │ │ │ └── __init__.py │ │ │ └── powerbi │ │ │ │ ├── PowerBIWriter.py │ │ │ │ └── __init__.py │ │ │ ├── isolationforest │ │ │ ├── IsolationForestModel.py │ │ │ └── __init__.py │ │ │ ├── nn │ │ │ ├── ConditionalBallTree.py │ │ │ └── __init__.py │ │ │ ├── plot │ │ │ ├── __init__.py │ │ │ └── plot.py │ │ │ ├── recommendation │ │ │ ├── RankingTrainValidationSplit.py │ │ │ ├── RankingTrainValidationSplitModel.py │ │ │ ├── SARModel.py │ │ │ └── __init__.py │ │ │ └── stages │ │ │ ├── UDFTransformer.py │ │ │ └── __init__.py │ └── scala │ │ ├── com │ │ └── microsoft │ │ │ └── azure │ │ │ └── synapse │ │ │ └── ml │ │ │ ├── automl │ │ │ ├── DefaultHyperparams.scala │ │ │ ├── EvaluationUtils.scala │ │ │ ├── FindBestModel.scala │ │ │ ├── FindBestModel.txt │ │ │ ├── HyperparamBuilder.scala │ │ │ ├── ParamSpace.scala │ │ │ ├── TuneHyperparameters.scala │ │ │ └── TuneHyperparameters.txt │ │ │ ├── causal │ │ │ ├── BaseDiffInDiffEstimator.scala │ │ │ ├── CacheOps.scala │ │ │ ├── DiffInDiffEstimator.scala │ │ │ ├── DoubleMLEstimator.scala │ │ │ ├── DoubleMLParams.scala │ │ │ ├── OrthoForestDMLEstimator.scala │ │ │ ├── OrthoForestDMLParams.scala │ │ │ ├── OrthoForestVariableTransformer.scala │ │ │ ├── ResidualTransformer.scala │ │ │ ├── SharedParams.scala │ │ │ ├── SyntheticControlEstimator.scala │ │ │ ├── SyntheticDiffInDiffEstimator.scala │ │ │ ├── SyntheticEstimator.scala │ │ │ ├── SyntheticEstimatorParams.scala │ │ │ ├── linalg │ │ │ │ ├── MatrixOps.scala │ │ │ │ ├── VectorOps.scala │ │ │ │ └── package.scala │ │ │ └── opt │ │ │ │ ├── ConstrainedLeastSquare.scala │ │ │ │ └── MirrorDescent.scala │ │ │ ├── codegen │ │ │ ├── CodeGen.scala │ │ │ ├── CodegenConfig.scala │ │ │ ├── DefaultParamInfo.scala │ │ │ ├── GenerationUtils.scala │ │ │ ├── PyCodegen.scala │ │ │ ├── RCodegen.scala │ │ │ └── Wrappable.scala │ │ │ ├── core │ │ │ ├── contracts │ │ │ │ ├── Metrics.scala │ │ │ │ └── Params.scala │ │ │ ├── env │ │ │ │ ├── FileUtilities.scala │ │ │ │ ├── NativeLoader.java │ │ │ │ ├── PackageUtils.scala │ │ │ │ └── StreamUtilities.scala │ │ │ ├── metrics │ │ │ │ ├── MetricConstants.scala │ │ │ │ └── MetricUtils.scala │ │ │ ├── schema │ │ │ │ ├── BinaryFileSchema.scala │ │ │ │ ├── Categoricals.scala │ │ │ │ ├── DatasetExtensions.scala │ │ │ │ ├── ImageSchemaUtils.scala │ │ │ │ ├── SchemaConstants.scala │ │ │ │ ├── SparkBindings.scala │ │ │ │ └── SparkSchema.scala │ │ │ ├── serialize │ │ │ │ └── ComplexParam.scala │ │ │ ├── spark │ │ │ │ ├── FluentAPI.scala │ │ │ │ └── Functions.scala │ │ │ └── utils │ │ │ │ ├── AsyncUtils.scala │ │ │ │ ├── BreezeUtils.scala │ │ │ │ ├── CastUtilities.scala │ │ │ │ ├── CloseableIterator.scala │ │ │ │ ├── ClusterUtil.scala │ │ │ │ ├── ContextObjectInputStream.scala │ │ │ │ ├── FaultToleranceUtils.scala │ │ │ │ ├── JarLoadingUtils.scala │ │ │ │ ├── ModelEquality.scala │ │ │ │ ├── OsUtils.scala │ │ │ │ ├── ParamsStringBuilder.scala │ │ │ │ ├── SlicerFunctions.scala │ │ │ │ └── StopWatch.scala │ │ │ ├── explainers │ │ │ ├── FeatureStats.scala │ │ │ ├── ICEExplainer.scala │ │ │ ├── ICEFeature.scala │ │ │ ├── ImageExplainer.scala │ │ │ ├── ImageLIME.scala │ │ │ ├── ImageSHAP.scala │ │ │ ├── KernelSHAPBase.scala │ │ │ ├── KernelSHAPSampler.scala │ │ │ ├── LIMEBase.scala │ │ │ ├── LIMESampler.scala │ │ │ ├── LassoRegression.scala │ │ │ ├── LeastSquaresRegression.scala │ │ │ ├── LocalExplainer.scala │ │ │ ├── RegressionBase.scala │ │ │ ├── RowUtils.scala │ │ │ ├── Sampler.scala │ │ │ ├── SharedParams.scala │ │ │ ├── TabularLIME.scala │ │ │ ├── TabularSHAP.scala │ │ │ ├── TextExplainer.scala │ │ │ ├── TextLIME.scala │ │ │ ├── TextSHAP.scala │ │ │ ├── VectorLIME.scala │ │ │ └── VectorSHAP.scala │ │ │ ├── exploratory │ │ │ ├── AggregateBalanceMeasure.scala │ │ │ ├── DataBalanceParams.scala │ │ │ ├── DistributionBalanceMeasure.scala │ │ │ └── FeatureBalanceMeasure.scala │ │ │ ├── fabric │ │ │ ├── FabricClient.scala │ │ │ ├── FabricTokenParser.scala │ │ │ ├── OpenAIFabricSetting.scala │ │ │ ├── RESTUtils.scala │ │ │ └── TokenLibrary.scala │ │ │ ├── featurize │ │ │ ├── CleanMissingData.scala │ │ │ ├── CleanMissingData.txt │ │ │ ├── CountSelector.scala │ │ │ ├── DataConversion.scala │ │ │ ├── DataConversion.txt │ │ │ ├── Featurize.scala │ │ │ ├── Featurize.txt │ │ │ ├── IndexToValue.scala │ │ │ ├── IndexToValue.txt │ │ │ ├── ValueIndexer.scala │ │ │ ├── ValueIndexer.txt │ │ │ ├── ValueIndexerModel.txt │ │ │ └── text │ │ │ │ ├── MultiNGram.scala │ │ │ │ ├── PageSplitter.scala │ │ │ │ ├── TextFeaturizer.scala │ │ │ │ └── TextFeaturizer.txt │ │ │ ├── image │ │ │ ├── Superpixel.scala │ │ │ ├── SuperpixelTransformer.scala │ │ │ ├── UnrollImage.scala │ │ │ └── UnrollImage.txt │ │ │ ├── io │ │ │ ├── IOImplicits.scala │ │ │ ├── binary │ │ │ │ ├── Binary.scala │ │ │ │ ├── BinaryFileFormat.scala │ │ │ │ ├── BinaryFileReader.scala │ │ │ │ └── KeyValueReaderIterator.scala │ │ │ ├── http │ │ │ │ ├── Clients.scala │ │ │ │ ├── HTTPClients.scala │ │ │ │ ├── HTTPSchema.scala │ │ │ │ ├── HTTPTransformer.scala │ │ │ │ ├── Parsers.scala │ │ │ │ ├── PortForwarding.scala │ │ │ │ ├── RESTHelpers.scala │ │ │ │ ├── SharedVariable.scala │ │ │ │ └── SimpleHTTPTransformer.scala │ │ │ ├── image │ │ │ │ └── ImageUtils.scala │ │ │ └── powerbi │ │ │ │ └── PowerBIWriter.scala │ │ │ ├── isolationforest │ │ │ └── IsolationForest.scala │ │ │ ├── logging │ │ │ ├── FeatureNames.scala │ │ │ ├── SynapseMLLogging.scala │ │ │ ├── common │ │ │ │ ├── PlatformDetails.scala │ │ │ │ └── Scrubber.scala │ │ │ └── fabric │ │ │ │ └── CertifiedEventClient.scala │ │ │ ├── nn │ │ │ ├── BallTree.scala │ │ │ ├── BoundedPriorityQueue.scala │ │ │ ├── ConditionalKNN.scala │ │ │ ├── KNN.scala │ │ │ └── Schemas.scala │ │ │ ├── param │ │ │ ├── ArrayMapParam.scala │ │ │ ├── ArrayParamMapParam.scala │ │ │ ├── BallTreeParam.scala │ │ │ ├── ByteArrayParam.scala │ │ │ ├── DataFrameParam.scala │ │ │ ├── DataTypeParam.scala │ │ │ ├── DotnetWrappableParam.scala │ │ │ ├── EstimatorArrayParam.scala │ │ │ ├── EstimatorParam.scala │ │ │ ├── EvaluatorParam.scala │ │ │ ├── GlobalParams.scala │ │ │ ├── JsonEncodableParam.scala │ │ │ ├── MapParam.scala │ │ │ ├── ModelParam.scala │ │ │ ├── ParamSpaceParam.scala │ │ │ ├── PipelineStageParam.scala │ │ │ ├── PythonWrappableParam.scala │ │ │ ├── RWrappableParam.scala │ │ │ ├── TransformerArrayParam.scala │ │ │ ├── TransformerParam.scala │ │ │ ├── TypedArrayParam.scala │ │ │ ├── UDFParam.scala │ │ │ ├── UDPyFParam.scala │ │ │ ├── UntypedArrayParam.scala │ │ │ └── WrappableParam.scala │ │ │ ├── recommendation │ │ │ ├── RankingAdapter.scala │ │ │ ├── RankingEvaluator.scala │ │ │ ├── RankingTrainValidationSplit.scala │ │ │ ├── RecommendationIndexer.scala │ │ │ ├── SAR.scala │ │ │ ├── SARModel.scala │ │ │ └── recommendation.txt │ │ │ ├── stages │ │ │ ├── Batchers.scala │ │ │ ├── Cacher.scala │ │ │ ├── ClassBalancer.scala │ │ │ ├── DropColumns.scala │ │ │ ├── EnsembleByKey.scala │ │ │ ├── EnsembleByKey.txt │ │ │ ├── Explode.scala │ │ │ ├── Lambda.scala │ │ │ ├── MiniBatchTransformer.scala │ │ │ ├── MultiColumnAdapter.scala │ │ │ ├── MultiColumnAdapter.txt │ │ │ ├── PartitionConsolidator.scala │ │ │ ├── RenameColumn.scala │ │ │ ├── Repartition.scala │ │ │ ├── Repartition.txt │ │ │ ├── SelectColumns.scala │ │ │ ├── SelectColumns.txt │ │ │ ├── StratifiedRepartition.scala │ │ │ ├── SummarizeData.scala │ │ │ ├── SummarizeData.txt │ │ │ ├── TextPreprocessor.scala │ │ │ ├── Timer.scala │ │ │ ├── UDFTransformer.scala │ │ │ ├── UnicodeNormalize.scala │ │ │ └── udfs.scala │ │ │ └── train │ │ │ ├── AutoTrainedModel.scala │ │ │ ├── AutoTrainer.scala │ │ │ ├── ComputeModelStatistics.scala │ │ │ ├── ComputeModelStatistics.txt │ │ │ ├── ComputePerInstanceStatistics.scala │ │ │ ├── ComputePerInstanceStatistics.txt │ │ │ ├── TrainClassifier.scala │ │ │ ├── TrainClassifier.txt │ │ │ ├── TrainRegressor.scala │ │ │ └── TrainRegressor.txt │ │ └── org │ │ └── apache │ │ └── spark │ │ ├── injections │ │ ├── BlockManagerUtils.scala │ │ ├── RegressionUtils.scala │ │ ├── SConf.scala │ │ └── UDFUtils.scala │ │ ├── ml │ │ ├── ComplexParamsSerializer.scala │ │ ├── NamespaceInjections.scala │ │ ├── Ranker.scala │ │ ├── RegressorUtils.scala │ │ ├── Serializer.scala │ │ ├── feature │ │ │ ├── FastVectorAssembler.scala │ │ │ └── FastVectorAssembler.txt │ │ ├── recommendation │ │ │ └── RecommendationHelper.scala │ │ └── source │ │ │ └── image │ │ │ └── PatchedImageFileFormat.scala │ │ └── sql │ │ ├── execution │ │ └── streaming │ │ │ ├── DistributedHTTPSource.scala │ │ │ ├── HTTPSource.scala │ │ │ ├── ServingUDFs.scala │ │ │ └── continuous │ │ │ ├── HTTPSinkV2.scala │ │ │ └── HTTPSourceV2.scala │ │ └── types │ │ └── injections │ │ ├── MetadataUtilities.scala │ │ └── OptimizedCKNNFitting.scala │ └── test │ ├── R │ └── testthat │ │ └── test-basic.R │ ├── python │ ├── LICENSE.txt │ ├── MANIFEST.in │ ├── __init__.py │ ├── setup.py │ └── synapsemltest │ │ ├── __init__.py │ │ ├── core │ │ ├── __init__.py │ │ ├── test_logging.py │ │ └── test_template.py │ │ ├── cyber │ │ ├── __init__.py │ │ ├── anamoly │ │ │ ├── __init__.py │ │ │ ├── test_collaborative_filtering.py │ │ │ └── test_complement_access.py │ │ ├── explain_tester.py │ │ ├── feature │ │ │ ├── __init__.py │ │ │ ├── test_indexers.py │ │ │ └── test_scalers.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ └── test_spark_utils.py │ │ ├── nn │ │ ├── __init__.py │ │ └── test_ball_tree.py │ │ └── recommendation │ │ ├── __init__.py │ │ └── test_ranking.py │ ├── resources │ ├── audio1.txt │ ├── benchmarks │ │ ├── benchmarkBasicDataTypes.json │ │ ├── benchmarkDate.json │ │ ├── benchmarkNoOneHot.json │ │ ├── benchmarkOneHot.json │ │ ├── benchmarkString.json │ │ ├── benchmarkStringIndexOneHot.json │ │ ├── benchmarkStringMissing.json │ │ ├── benchmarkVectors.json │ │ ├── benchmarks_VerifyTrainClassifier.csv │ │ └── benchmarks_VerifyTuneHyperparameters.csv │ ├── demoUsage.csv.gz │ ├── greyhound.jpg │ ├── sim_count1.csv.gz │ ├── sim_count3.csv.gz │ ├── sim_jac1.csv.gz │ ├── sim_jac3.csv.gz │ ├── sim_lift1.csv.gz │ ├── sim_lift3.csv.gz │ ├── user_aff.csv.gz │ ├── userpred_count3_userid_only.csv.gz │ ├── userpred_jac3_userid_only.csv.gz │ └── userpred_lift3_userid_only.csv.gz │ └── scala │ └── com │ └── microsoft │ └── azure │ └── synapse │ └── ml │ ├── Secrets.scala │ ├── automl │ ├── VerifyFindBestModel.scala │ └── VerifyTuneHyperparameters.scala │ ├── causal │ ├── VerifyComputeResidual.scala │ ├── VerifyDiffInDiffEstimator.scala │ ├── VerifyDoubleMLEstimator.scala │ ├── VerifyOrthoDMLEstimator.scala │ ├── VerifyOrthoForestVariableTranformer.scala │ ├── VerifySyntheticControlEstimator.scala │ ├── VerifySyntheticDiffInDiffEstimator.scala │ ├── VerifySyntheticEstimator.scala │ ├── linalg │ │ ├── VerifyMatrixOps.scala │ │ └── VerifyVectorOps.scala │ └── opt │ │ ├── VerifyConstrainedLeastSquare.scala │ │ └── VerifyMirrorDescent.scala │ ├── codegen │ ├── PyTestGen.scala │ ├── RTestGen.scala │ ├── TestGen.scala │ ├── TestRegressor.scala │ └── WrappableTests.scala │ ├── core │ ├── ml │ │ ├── HashingTFSpec.scala │ │ ├── IDFSpec.scala │ │ ├── NGramSpec.scala │ │ ├── OneHotEncoderSpec.scala │ │ └── Word2VecSpec.scala │ ├── schema │ │ ├── SparkBindingsTest.scala │ │ ├── TestCategoricals.scala │ │ ├── VerifyFastVectorAssembler.scala │ │ └── VerifySparkSchema.scala │ ├── serialize │ │ └── ValidateComplexParamSerializer.scala │ ├── spark │ │ └── VerifyFunctions.scala │ ├── test │ │ ├── base │ │ │ └── TestBase.scala │ │ ├── benchmarks │ │ │ └── Benchmarks.scala │ │ └── fuzzing │ │ │ └── Fuzzing.scala │ └── utils │ │ ├── VerifyClusterUtil.scala │ │ └── VerifyParamsStringBuilder.scala │ ├── explainers │ └── split1 │ │ ├── HasExplainTargetSuite.scala │ │ ├── ICEExplainerSuite.scala │ │ ├── KernelSHAPSamplerSupportSuite.scala │ │ ├── LassoRegressionSuite.scala │ │ ├── LeastSquaresRegressionSuite.scala │ │ ├── SamplerSuite.scala │ │ ├── TabularLIMEExplainerSuite.scala │ │ ├── TabularSHAPExplainerSuite.scala │ │ ├── TextExplainersSuite.scala │ │ ├── VectorLIMEExplainerSuite.scala │ │ └── VectorSHAPExplainerSuite.scala │ ├── exploratory │ ├── AggregateBalanceMeasureSuite.scala │ ├── DataBalanceTestBase.scala │ ├── DistributionBalanceMeasureSuite.scala │ └── FeatureBalanceMeasureSuite.scala │ ├── featurize │ ├── VerifyCleanMissingData.scala │ ├── VerifyCountSelector.scala │ ├── VerifyDataConversion.scala │ ├── VerifyFeaturize.scala │ ├── VerifyValueIndexer.scala │ └── text │ │ ├── MultiNGramSpec.scala │ │ ├── PageSplitterSpec.scala │ │ └── TextFeaturizerSpec.scala │ ├── flaky │ └── PartitionConsolidatorSuite.scala │ ├── image │ ├── ImageTestUtils.scala │ ├── SuperpixelSuite.scala │ └── SuperpixelTransformerSuite.scala │ ├── io │ ├── split1 │ │ ├── BinaryFileReaderSuite.scala │ │ ├── HTTPTransformerSuite.scala │ │ ├── ImageReaderSuite.scala │ │ ├── ParserSuite.scala │ │ ├── PowerBiSuite.scala │ │ └── SimpleHTTPTransformerSuite.scala │ └── split2 │ │ ├── ContinuousHTTPSuite.scala │ │ ├── DistributedHTTPSuite.scala │ │ ├── HTTPSuite.scala │ │ └── HTTPv2Suite.scala │ ├── isolationforest │ └── VerifyIsolationForest.scala │ ├── logging │ └── LoggingScrubberTests.scala │ ├── nbtest │ ├── DatabricksCPUTests.scala │ ├── DatabricksGPUTests.scala │ ├── DatabricksRapidsTests.scala │ ├── DatabricksUtilities.scala │ ├── SharedNotebookE2ETestUtilities.scala │ ├── SprayUtilities.scala │ ├── SynapseExtension │ │ ├── SynapseExtensionSchemas.scala │ │ ├── SynapseExtensionUtilities.scala │ │ └── SynapseExtensionsTests.scala │ ├── SynapseTests.scala │ └── SynapseUtilities.scala │ ├── nn │ ├── BallTreeTest.scala │ ├── ConditionalBallTreeTest.scala │ └── KNNTest.scala │ ├── param │ └── GlobalParamsSuite.scala │ ├── recommendation │ ├── RankingAdapterSpec.scala │ ├── RankingEvaluatorSpec.scala │ ├── RankingTestBase.scala │ ├── RankingTrainValidationSpec.scala │ ├── RecommendationIndexerSpec.scala │ └── SARSpec.scala │ ├── stages │ ├── BatchIteratorSuite.scala │ ├── CacherSuite.scala │ ├── ClassBalancerSuite.scala │ ├── DropColumnsSuite.scala │ ├── EnsembleByKeySuite.scala │ ├── ExplodeSuite.scala │ ├── LambdaSuite.scala │ ├── MiniBatchTransformerSuite.scala │ ├── MultiColumnAdapterSpec.scala │ ├── RenameColumnSuite.scala │ ├── RepartitionSuite.scala │ ├── SelectColumnsSuite.scala │ ├── StratifiedRepartitionSuite.scala │ ├── SummarizeDataSuite.scala │ ├── TextPreprocessorSuite.scala │ ├── TimerSuite.scala │ ├── UDFSuite.scala │ ├── UDFTransformerSuite.scala │ └── UnicodeNormalizeSuite.scala │ └── train │ ├── VerifyComputeModelStatistics.scala │ ├── VerifyComputePerInstanceStatistics.scala │ ├── VerifyTrainClassifier.scala │ └── VerifyTrainRegressor.scala ├── deep-learning └── src │ ├── main │ ├── python │ │ ├── horovod_installation.sh │ │ └── synapse │ │ │ └── ml │ │ │ ├── __init__.py │ │ │ ├── cntk │ │ │ ├── CNTKModel.py │ │ │ └── __init__.py │ │ │ ├── dl │ │ │ ├── DeepTextClassifier.py │ │ │ ├── DeepTextModel.py │ │ │ ├── DeepVisionClassifier.py │ │ │ ├── DeepVisionModel.py │ │ │ ├── LitDeepTextModel.py │ │ │ ├── LitDeepVisionModel.py │ │ │ ├── PredictionParams.py │ │ │ ├── __init__.py │ │ │ └── utils.py │ │ │ ├── hf │ │ │ ├── HuggingFaceCausalLMTransform.py │ │ │ ├── HuggingFaceSentenceEmbedder.py │ │ │ └── __init__.py │ │ │ └── onnx │ │ │ ├── ImageFeaturizer.py │ │ │ ├── ONNXModel.py │ │ │ └── __init__.py │ └── scala │ │ └── com │ │ └── microsoft │ │ └── azure │ │ └── synapse │ │ └── ml │ │ ├── SharedParams.scala │ │ └── onnx │ │ ├── ImageFeaturizer.scala │ │ ├── ImageFeaturizer.txt │ │ ├── ONNXHub.scala │ │ ├── ONNXModel.scala │ │ ├── ONNXRuntime.scala │ │ └── ONNXUtils.scala │ └── test │ ├── python │ └── synapsemltest │ │ ├── dl │ │ ├── __init__.py │ │ ├── conftest.py │ │ ├── test_deep_text_classifier.py │ │ ├── test_deep_text_model.py │ │ ├── test_deep_vision_classifier.py │ │ └── test_deep_vision_model.py │ │ └── hf │ │ ├── test_HuggingFaceCausalLMTransform.py │ │ └── test_HuggingFaceSentenceTransformer.py │ └── scala │ └── com │ └── microsoft │ └── azure │ └── synapse │ └── ml │ ├── explainers │ ├── ImageExplainersSuite.scala │ ├── split2 │ │ └── ImageLIMEExplainerSuite.scala │ └── split3 │ │ └── ImageSHAPExplainerSuite.scala │ └── onnx │ ├── ImageFeaturizerSuite.scala │ ├── ONNXHubSuite.scala │ └── ONNXModelSuite.scala ├── docs ├── Deploy Models │ ├── Overview.md │ └── Quickstart - Deploying a Classifier.ipynb ├── Explore Algorithms │ ├── AI Services │ │ ├── Advanced Usage - Async, Batching, and Multi-Key.ipynb │ │ ├── Geospatial Services.ipynb │ │ ├── Multivariate Anomaly Detection.ipynb │ │ ├── Overview.ipynb │ │ ├── Quickstart - Analyze Celebrity Quotes.ipynb │ │ ├── Quickstart - Analyze Text.ipynb │ │ ├── Quickstart - Create Audiobooks.ipynb │ │ ├── Quickstart - Create a Visual Search Engine.ipynb │ │ ├── Quickstart - Document Question and Answering with PDFs.ipynb │ │ ├── Quickstart - Flooding Risk.ipynb │ │ └── Quickstart - Predictive Maintenance.ipynb │ ├── Anomaly Detection │ │ └── Quickstart - Isolation Forests.ipynb │ ├── Causal Inference │ │ ├── Overview.md │ │ ├── Quickstart - Measure Causal Effects.ipynb │ │ ├── Quickstart - Measure Heterogeneous Effects.ipynb │ │ └── Quickstart - Synthetic difference in differences.ipynb │ ├── Classification │ │ ├── Quickstart - SparkML vs SynapseML.ipynb │ │ ├── Quickstart - Train Classifier.ipynb │ │ ├── Quickstart - Vowpal Wabbit on Tabular Data.ipynb │ │ └── Quickstart - Vowpal Wabbit on Text Data.ipynb │ ├── Deep Learning │ │ ├── Distributed Training.md │ │ ├── Getting Started.md │ │ ├── ONNX.md │ │ ├── Quickstart - Apply Phi Model with HuggingFace CausalLM.ipynb │ │ ├── Quickstart - Chat Completion with Azure AI Foundry Model.ipynb │ │ ├── Quickstart - Fine-tune a Text Classifier.ipynb │ │ ├── Quickstart - Fine-tune a Vision Classifier.ipynb │ │ ├── Quickstart - ONNX Model Inference.ipynb │ │ └── Quickstart - Transfer Learn for Image Classification.ipynb │ ├── Hyperparameter Tuning │ │ ├── HyperOpt.ipynb │ │ └── Quickstart - Random Search.ipynb │ ├── LightGBM │ │ ├── Overview.md │ │ └── Quickstart - Classification, Ranking, and Regression.ipynb │ ├── OpenAI │ │ ├── Langchain.ipynb │ │ ├── OpenAI.ipynb │ │ ├── Quickstart - Custom Embeddings and Approximate KNN on GPU.ipynb │ │ ├── Quickstart - Multimodal OpenAI Prompter with Responses API.ipynb │ │ ├── Quickstart - OpenAI Embedding and GPU based KNN.ipynb │ │ ├── Quickstart - OpenAI Embedding.ipynb │ │ └── Quickstart - Understand and Search Forms.ipynb │ ├── OpenCV │ │ └── Image Transformations.ipynb │ ├── Other Algorithms │ │ ├── Cyber ML.md │ │ ├── Quickstart - Anomalous Access Detection.ipynb │ │ ├── Quickstart - Exploring Art Across Cultures.ipynb │ │ └── Smart Adaptive Recommendations.md │ ├── Regression │ │ ├── Quickstart - Data Cleaning.ipynb │ │ ├── Quickstart - Train Regressor.ipynb │ │ └── Quickstart - Vowpal Wabbit and LightGBM.ipynb │ ├── Responsible AI │ │ ├── Data Balance Analysis.md │ │ ├── Explanation Dashboard.ipynb │ │ ├── Image Explainers.ipynb │ │ ├── Interpreting Model Predictions.md │ │ ├── PDP and ICE Explainers.ipynb │ │ ├── Quickstart - Data Balance Analysis.ipynb │ │ ├── Quickstart - Snow Leopard Detection.ipynb │ │ ├── Tabular Explainers.ipynb │ │ └── Text Explainers.ipynb │ └── Vowpal Wabbit │ │ ├── Contextual Bandits.ipynb │ │ ├── Multi-class classification.ipynb │ │ ├── Overview.md │ │ ├── Quickstart - Classification using SparkML Vectors.ipynb │ │ ├── Quickstart - Classification using VW-native Format.ipynb │ │ └── Quickstart - Classification, Quantile Regression, and Regression.ipynb ├── Get Started │ ├── Create a Spark Cluster.ipynb │ ├── Install SynapseML.md │ ├── Quickstart - Your First Models.ipynb │ └── Set up Cognitive Services.ipynb ├── Overview.md ├── Quick Examples │ ├── estimators │ │ ├── _LightGBM.md │ │ ├── _VW.md │ │ ├── causal │ │ │ └── _causalInferenceDML.md │ │ ├── cognitive │ │ │ └── _MAD.md │ │ ├── core │ │ │ ├── _AutoML.md │ │ │ ├── _Featurize.md │ │ │ ├── _IsolationForest.md │ │ │ ├── _NN.md │ │ │ ├── _Recommendation.md │ │ │ ├── _Stages.md │ │ │ └── _Train.md │ │ ├── estimators_causal.md │ │ ├── estimators_cognitive.md │ │ ├── estimators_core.md │ │ ├── estimators_lightgbm.md │ │ └── estimators_vw.md │ └── transformers │ │ ├── _OpenCV.md │ │ ├── _VW.md │ │ ├── cognitive │ │ ├── _AnomalyDetection.md │ │ ├── _AzureSearch.md │ │ ├── _BingImageSearch.md │ │ ├── _ComputerVision.md │ │ ├── _Face.md │ │ ├── _FormRecognizer.md │ │ ├── _SpeechToText.md │ │ ├── _TextAnalytics.md │ │ └── _Translator.md │ │ ├── core │ │ ├── _Explainers.md │ │ ├── _Featurize.md │ │ ├── _IO.md │ │ ├── _Image.md │ │ ├── _Stages.md │ │ └── _Train.md │ │ ├── deep_learning │ │ └── _ONNXModel.md │ │ ├── transformers_cognitive.md │ │ ├── transformers_core.md │ │ ├── transformers_deep_learning.md │ │ ├── transformers_opencv.md │ │ └── transformers_vw.md ├── Reference │ ├── Contributor Guide.md │ ├── Developer Setup.md │ ├── Docker Setup.md │ ├── Dotnet Setup.md │ ├── Quickstart - LightGBM in Dotnet.md │ └── R Setup.md └── Use with MLFlow │ ├── Autologging.md │ ├── Install.md │ └── Overview.md ├── environment.yml ├── lightgbm └── src │ ├── main │ ├── python │ │ └── synapse │ │ │ └── ml │ │ │ └── lightgbm │ │ │ ├── LightGBMClassificationModel.py │ │ │ ├── LightGBMRankerModel.py │ │ │ ├── LightGBMRegressionModel.py │ │ │ ├── __init__.py │ │ │ └── mixin.py │ └── scala │ │ └── com │ │ └── microsoft │ │ ├── azure │ │ └── synapse │ │ │ └── ml │ │ │ └── lightgbm │ │ │ ├── BasePartitionTask.scala │ │ │ ├── BulkPartitionTask.scala │ │ │ ├── GroupIdManager.scala │ │ │ ├── LightGBMBase.scala │ │ │ ├── LightGBMClassifier.scala │ │ │ ├── LightGBMClassifier.txt │ │ │ ├── LightGBMConstants.scala │ │ │ ├── LightGBMDelegate.scala │ │ │ ├── LightGBMModelMethods.scala │ │ │ ├── LightGBMPerformance.scala │ │ │ ├── LightGBMRanker.scala │ │ │ ├── LightGBMRanker.txt │ │ │ ├── LightGBMRegressor.scala │ │ │ ├── LightGBMRegressor.txt │ │ │ ├── LightGBMUtils.scala │ │ │ ├── NetworkManager.scala │ │ │ ├── SharedState.scala │ │ │ ├── StreamingPartitionTask.scala │ │ │ ├── TrainUtils.scala │ │ │ ├── TrainingContext.scala │ │ │ ├── booster │ │ │ └── LightGBMBooster.scala │ │ │ ├── dataset │ │ │ ├── DatasetAggregator.scala │ │ │ ├── DatasetUtils.scala │ │ │ ├── LightGBMDataset.scala │ │ │ ├── ReferenceDatasetUtils.scala │ │ │ └── SampledData.scala │ │ │ ├── params │ │ │ ├── BaseTrainParams.scala │ │ │ ├── ClassifierTrainParams.scala │ │ │ ├── FObjParam.scala │ │ │ ├── FObjTrait.scala │ │ │ ├── LightGBMBoosterParam.scala │ │ │ ├── LightGBMParams.scala │ │ │ ├── RankerTrainParams.scala │ │ │ └── RegressorTrainParams.scala │ │ │ └── swig │ │ │ └── SwigUtils.scala │ │ └── lightgbm │ │ └── SWIG.scala │ └── test │ ├── python │ └── synapseml │ │ └── lightgbm │ │ └── test_lightgbm.py │ ├── resources │ ├── benchmarks │ │ ├── benchmarks_VerifyLightGBMClassifierBulkBasic.csv │ │ ├── benchmarks_VerifyLightGBMClassifierStreamBasic.csv │ │ ├── benchmarks_VerifyLightGBMRegressorBulk.csv │ │ └── benchmarks_VerifyLightGBMRegressorStream.csv │ └── log4j.properties │ └── scala │ └── com │ └── microsoft │ └── azure │ └── synapse │ └── ml │ └── lightgbm │ ├── split1 │ ├── LightGBMClassifierTestData.scala │ ├── LightGBMTestUtils.scala │ ├── TrainDelegate.scala │ ├── VerifyLightGBMClassifierStreamOnly.scala │ └── VerifyLightGBMCommon.scala │ ├── split2 │ ├── LightGBMRankerTestData.scala │ ├── LightGBMRegressorTestData.scala │ ├── VerifyLightGBMRankerBulk.scala │ ├── VerifyLightGBMRankerStream.scala │ ├── VerifyLightGBMRegressorBulk.scala │ └── VerifyLightGBMRegressorStream.scala │ ├── split3 │ └── VerifyLightGBMClassifierStreamBasic.scala │ ├── split4 │ └── VerifyLightGBMClassifierBulkBasic.scala │ ├── split5 │ └── VerifyLightGBMClassifierStream.scala │ └── split6 │ └── VerifyLightGBMClassifierBulk.scala ├── opencv └── src │ ├── main │ ├── python │ │ └── synapse │ │ │ └── ml │ │ │ └── opencv │ │ │ ├── ImageTransformer.py │ │ │ └── __init__.py │ └── scala │ │ └── com │ │ └── microsoft │ │ └── azure │ │ └── synapse │ │ └── ml │ │ └── opencv │ │ ├── ImageSetAugmenter.scala │ │ ├── ImageTransformer.scala │ │ └── OpenCVUtils.scala │ └── test │ └── scala │ └── com │ └── microsoft │ └── azure │ └── synapse │ └── ml │ └── opencv │ ├── ImageSetAugmenterSuite.scala │ ├── ImageTransformerSuite.scala │ └── cmyk_image.jpg ├── pipeline.yaml ├── postBuild ├── project ├── BlobMavenPlugin.scala ├── CodegenPlugin.scala ├── CondaPlugin.scala ├── PublishPlugin.scala ├── Secrets.scala ├── UnzipUtils.scala ├── assembly.sbt ├── build.properties ├── build.sbt ├── build.scala └── plugins.sbt ├── pyproject.toml ├── scalastyle-config.xml ├── scalastyle-test-config.xml ├── sonatype.sbt ├── src └── test │ └── scala │ └── com │ └── microsoft │ └── azure │ └── synapse │ └── ml │ └── core │ └── test │ └── fuzzing │ └── FuzzingTest.scala ├── start ├── templates ├── codecov.yml ├── conda.yml ├── ivy_cache.yml ├── kv.yml ├── publish.yml └── update_cli.yml ├── tools ├── acr │ └── clean-acr.py ├── docgen │ ├── README.md │ ├── docgen │ │ ├── LICENSE.txt │ │ ├── MANIFEST.in │ │ ├── __init__.py │ │ ├── __main__.py │ │ ├── channels.py │ │ ├── core.py │ │ ├── fabric_helpers.py │ │ └── manifest.yaml │ └── setup.py ├── docker │ ├── demo │ │ ├── Dockerfile │ │ ├── README.md │ │ └── init_notebook.py │ └── minimal │ │ └── Dockerfile ├── esrp │ └── prepare_jar.py ├── eula │ └── EULA.txt ├── gateway │ └── setup-gateway.sh ├── helm │ ├── README.md │ ├── livy │ │ ├── Dockerfile │ │ ├── jars │ │ │ └── README.md │ │ ├── livy.conf │ │ ├── mini.Dockerfile │ │ └── spark-config │ │ │ ├── core-site.xml │ │ │ ├── log4j.properties │ │ │ ├── spark-defaults.conf │ │ │ ├── start-common.sh │ │ │ ├── start-master │ │ │ └── start-worker │ ├── spark │ │ ├── Dockerfile │ │ ├── core-site.xml │ │ ├── jars │ │ │ └── README.md │ │ ├── log4j.properties │ │ ├── mini.Dockerfile │ │ ├── spark-defaults.conf │ │ ├── start-common.sh │ │ ├── start-master │ │ └── start-worker │ └── zeppelin │ │ ├── Dockerfile │ │ ├── jars │ │ └── README.md │ │ ├── mini.Dockerfile │ │ ├── mmlsparkExamples │ │ ├── classification_mmlspark_2E3REACQR.zpln │ │ ├── serving.py │ │ ├── simplification_mmlspark.zpln │ │ ├── sparkPi_2E12S8C29.zpln │ │ ├── sparkserving_2DZFNGU8A.zpln │ │ └── submitjob_2DZ7DHX6E.zpln │ │ ├── patch_beam.patch │ │ ├── spark-config │ │ ├── core-site.xml │ │ ├── log4j.properties │ │ ├── spark-defaults.conf │ │ ├── start-common.sh │ │ ├── start-master │ │ └── start-worker │ │ ├── spark-defaults.conf │ │ └── zeppelin-env.sh ├── init_scripts │ └── init-rapidsml-cuda-11.8.sh ├── misc │ ├── get-stats │ ├── get-stats.js │ └── mmlspark.svg ├── pypi │ └── generate-pypi-mfa-qr.py ├── pytest │ └── run_all_tests.py ├── tests │ ├── run_r_tests.R │ └── tags.sh └── vagrant │ └── Vagrantfile ├── vw └── src │ ├── main │ ├── python │ │ └── synapse │ │ │ └── ml │ │ │ ├── policyeval │ │ │ ├── PolicyEvalUtil.py │ │ │ └── __init__.py │ │ │ └── vw │ │ │ ├── VowpalWabbitClassificationModel.py │ │ │ ├── VowpalWabbitClassifier.py │ │ │ ├── VowpalWabbitContextualBandit.py │ │ │ ├── VowpalWabbitContextualBanditModel.py │ │ │ ├── VowpalWabbitGeneric.py │ │ │ ├── VowpalWabbitGenericModel.py │ │ │ ├── VowpalWabbitGenericProgressive.py │ │ │ ├── VowpalWabbitPythonBase.py │ │ │ ├── VowpalWabbitRegressionModel.py │ │ │ ├── VowpalWabbitRegressor.py │ │ │ └── __init__.py │ └── scala │ │ └── com │ │ └── microsoft │ │ └── azure │ │ └── synapse │ │ └── ml │ │ ├── policyeval │ │ ├── CressieRead.scala │ │ ├── CressieReadInterval.scala │ │ ├── Ips.scala │ │ ├── PolicyEvalUDAFUtil.scala │ │ └── Snips.scala │ │ └── vw │ │ ├── HasNumBits.scala │ │ ├── HasSumCollisions.scala │ │ ├── KahanSum.scala │ │ ├── PredictionBuffer.scala │ │ ├── VectorUtils.scala │ │ ├── VectorZipper.scala │ │ ├── VowpalWabbitBase.scala │ │ ├── VowpalWabbitBaseLearner.scala │ │ ├── VowpalWabbitBaseModel.scala │ │ ├── VowpalWabbitBaseModelSpark.scala │ │ ├── VowpalWabbitBaseProgressive.scala │ │ ├── VowpalWabbitBaseSpark.scala │ │ ├── VowpalWabbitCSETransformer.scala │ │ ├── VowpalWabbitClassifier.scala │ │ ├── VowpalWabbitClusterUtil.scala │ │ ├── VowpalWabbitContextualBandit.scala │ │ ├── VowpalWabbitDSJsonTransformer.scala │ │ ├── VowpalWabbitFeaturizer.scala │ │ ├── VowpalWabbitGeneric.scala │ │ ├── VowpalWabbitGenericProgressive.scala │ │ ├── VowpalWabbitInteractions.scala │ │ ├── VowpalWabbitMurmurWithPrefix.scala │ │ ├── VowpalWabbitPrediction.scala │ │ ├── VowpalWabbitRegressor.scala │ │ ├── VowpalWabbitSchema.scala │ │ ├── VowpalWabbitSyncSchedule.scala │ │ ├── VowpalWabbitUtil.scala │ │ └── featurizer │ │ ├── BooleanFeaturizer.scala │ │ ├── ElementFeaturizer.scala │ │ ├── Featurizer.scala │ │ ├── MapFeaturizer.scala │ │ ├── MapStringFeaturizer.scala │ │ ├── NumericFeaturizer.scala │ │ ├── SeqFeaturizer.scala │ │ ├── StringFeaturizer.scala │ │ ├── StringSplitFeaturizer.scala │ │ ├── StructFeaturizer.scala │ │ └── VectorFeaturizer.scala │ └── test │ ├── python │ └── synapsemltest │ │ └── vw │ │ ├── __init__.py │ │ ├── test_policyeval.py │ │ ├── test_vw.py │ │ └── test_vw_cb.py │ ├── resources │ └── benchmarks │ │ └── benchmarks_VerifyVowpalWabbitRegressor.csv │ └── scala │ └── com │ └── microsoft │ └── azure │ └── synapse │ └── ml │ └── vw │ ├── VWContextualBanditSpec.scala │ ├── VerifyKahanSum.scala │ ├── VerifyPolicyEval.scala │ ├── VerifyVectorZipper.scala │ ├── VerifyVowpalWabbitCSE.scala │ ├── VerifyVowpalWabbitClassifier.scala │ ├── VerifyVowpalWabbitDSJson.scala │ ├── VerifyVowpalWabbitFeaturizer.scala │ ├── VerifyVowpalWabbitGeneric.scala │ ├── VerifyVowpalWabbitGenericProgressive.scala │ ├── VerifyVowpalWabbitInteractions.scala │ ├── VerifyVowpalWabbitMurmurWithPrefix.scala │ ├── VerifyVowpalWabbitRegressor.scala │ └── VerifyVowpalWabbitSyncScheduleBase.scala ├── website ├── .gitignore ├── README.md ├── blog │ ├── 2018-04-01-Flexible and Scalable Deep Learning with MMLSpark.md │ ├── 2019-06-01-MMLSpark Unifying Machine Learning Ecosystems at Massive Scales.md │ ├── 2019-08-24-Welcome to Azure Cognitive Services.md │ ├── 2019-10-02-MMLSpark empowering AI for Good with Mark Hamilton.md │ ├── 2020-12-01-Large-Scale Intelligent Microservices.md │ └── overview.md ├── doctest.py ├── docusaurus.config.js ├── package.json ├── sidebars.js ├── src │ ├── css │ │ └── custom.css │ ├── exports │ │ └── redirect.js │ ├── pages │ │ ├── index.js │ │ ├── index.module.css │ │ ├── videos.js │ │ └── videos.module.css │ ├── plugins │ │ └── prism_themes │ │ │ ├── github │ │ │ └── index.js │ │ │ └── monokai │ │ │ └── index.js │ └── theme │ │ ├── CodeSnippet │ │ ├── index.js │ │ └── styles.module.css │ │ ├── DocumentationTable │ │ └── index.js │ │ ├── NotFound │ │ ├── index.js │ │ └── styles.module.css │ │ ├── NotebookCard │ │ ├── index.js │ │ └── styles.module.css │ │ ├── NotebookExamples │ │ └── index.js │ │ └── SampleSnippet │ │ ├── index.js │ │ └── styles.module.css ├── static │ ├── .nojekyll │ ├── BingSiteAuth.xml │ └── img │ │ ├── background.jpg │ │ ├── favicon.ico │ │ ├── logo.svg │ │ ├── multilingual.svg │ │ ├── notebooks │ │ ├── FullyDistributed2.png │ │ ├── HTTPOnSparkArchitecture.png │ │ ├── HeadNodeDistributed2.png │ │ ├── LIME-1.svg │ │ ├── SparkServing3.svg │ │ ├── cntk-1.svg │ │ ├── cog_services_on_spark_2.svg │ │ ├── decision_tree_recolor.png │ │ ├── latency_comparison.png │ │ ├── microservice_recolor.png │ │ └── vw-blue-dark-orange.svg │ │ ├── open_source.svg │ │ ├── scalable.svg │ │ ├── simple.svg │ │ └── synapseml_og.jpg ├── versioned_docs │ ├── version-0.11.3 │ │ ├── Deploy Models │ │ │ ├── Overview.md │ │ │ └── Quickstart - Deploying a Classifier.md │ │ ├── Explore Algorithms │ │ │ ├── AI Services │ │ │ │ ├── Advanced Usage - Async, Batching, and Multi-Key.md │ │ │ │ ├── Geospatial Services.md │ │ │ │ ├── Multivariate Anomaly Detection.md │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Analyze Celebrity Quotes.md │ │ │ │ ├── Quickstart - Analyze Text.md │ │ │ │ ├── Quickstart - Creare a Visual Search Engine.md │ │ │ │ ├── Quickstart - Create Audiobooks.md │ │ │ │ ├── Quickstart - Document Question and Answering with PDFs.md │ │ │ │ ├── Quickstart - Flooding Risk.md │ │ │ │ └── Quickstart - Predictive Maintenance.md │ │ │ ├── Anomaly Detection │ │ │ │ └── Quickstart - Isolation Forests.md │ │ │ ├── Causal Inference │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Measure Causal Effects.md │ │ │ │ └── Quickstart - Measure Heterogeneous Effects.md │ │ │ ├── Classification │ │ │ │ ├── Quickstart - SparkML vs SynapseML.md │ │ │ │ ├── Quickstart - Train Classifier.md │ │ │ │ ├── Quickstart - Vowpal Wabbit on Tabular Data.md │ │ │ │ └── Quickstart - Vowpal Wabbit on Text Data.md │ │ │ ├── Deep Learning │ │ │ │ ├── Distributed Training.md │ │ │ │ ├── Getting Started.md │ │ │ │ ├── ONNX.md │ │ │ │ ├── Quickstart - Fine-tune a Text Classifier.md │ │ │ │ ├── Quickstart - Fine-tune a Vision Classifier.md │ │ │ │ ├── Quickstart - ONNX Model Inference.md │ │ │ │ └── Quickstart - Transfer Learn for Image Classification.md │ │ │ ├── Hyperparameter Tuning │ │ │ │ ├── HyperOpt.md │ │ │ │ └── Quickstart - Random Search.md │ │ │ ├── LightGBM │ │ │ │ ├── Overview.md │ │ │ │ └── Quickstart - Classification, Ranking, and Regression.md │ │ │ ├── OpenAI │ │ │ │ ├── Langchain.md │ │ │ │ ├── OpenAI.md │ │ │ │ ├── Quickstart - OpenAI Embedding.md │ │ │ │ └── Quickstart - Understand and Search Forms.md │ │ │ ├── OpenCV │ │ │ │ └── Image Transformations.md │ │ │ ├── Other Algorithms │ │ │ │ ├── Cyber ML.md │ │ │ │ ├── Quickstart - Anomalous Access Detection.md │ │ │ │ ├── Quickstart - Exploring Art Across Cultures.md │ │ │ │ └── Smart Adaptive Recommendations.md │ │ │ ├── Regression │ │ │ │ ├── Quickstart - Data Cleaning.md │ │ │ │ ├── Quickstart - Train Regressor.md │ │ │ │ └── Quickstart - Vowpal Wabbit and LightGBM.md │ │ │ ├── Responsible AI │ │ │ │ ├── Data Balance Analysis.md │ │ │ │ ├── Explanation Dashboard.md │ │ │ │ ├── Image Explainers.md │ │ │ │ ├── Interpreting Model Predictions.md │ │ │ │ ├── PDP and ICE Explainers.md │ │ │ │ ├── Quickstart - Data Balance Analysis.md │ │ │ │ ├── Quickstart - Snow Leopard Detection.md │ │ │ │ ├── Tabular Explainers.md │ │ │ │ └── Text Explainers.md │ │ │ └── Vowpal Wabbit │ │ │ │ ├── Contextual Bandits.md │ │ │ │ ├── Multi-class classification.md │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Classification using SparkML Vectors.md │ │ │ │ ├── Quickstart - Classification using VW-native Format.md │ │ │ │ └── Quickstart - Classification, Quantile Regression, and Regression.md │ │ ├── Get Started │ │ │ ├── Create a Spark Cluster.md │ │ │ ├── Install SynapseML.md │ │ │ ├── Quickstart - Your First Models.md │ │ │ └── Set up Cognitive Services.md │ │ ├── Overview.md │ │ ├── Quick Examples │ │ │ ├── estimators │ │ │ │ ├── _LightGBM.md │ │ │ │ ├── _VW.md │ │ │ │ ├── causal │ │ │ │ │ └── _causalInferenceDML.md │ │ │ │ ├── cognitive │ │ │ │ │ └── _MAD.md │ │ │ │ ├── core │ │ │ │ │ ├── _AutoML.md │ │ │ │ │ ├── _Featurize.md │ │ │ │ │ ├── _IsolationForest.md │ │ │ │ │ ├── _NN.md │ │ │ │ │ ├── _Recommendation.md │ │ │ │ │ ├── _Stages.md │ │ │ │ │ └── _Train.md │ │ │ │ ├── estimators_causal.md │ │ │ │ ├── estimators_cognitive.md │ │ │ │ ├── estimators_core.md │ │ │ │ ├── estimators_lightgbm.md │ │ │ │ └── estimators_vw.md │ │ │ └── transformers │ │ │ │ ├── _OpenCV.md │ │ │ │ ├── _VW.md │ │ │ │ ├── cognitive │ │ │ │ ├── _AnomalyDetection.md │ │ │ │ ├── _AzureSearch.md │ │ │ │ ├── _BingImageSearch.md │ │ │ │ ├── _ComputerVision.md │ │ │ │ ├── _Face.md │ │ │ │ ├── _FormRecognizer.md │ │ │ │ ├── _SpeechToText.md │ │ │ │ ├── _TextAnalytics.md │ │ │ │ └── _Translator.md │ │ │ │ ├── core │ │ │ │ ├── _Explainers.md │ │ │ │ ├── _Featurize.md │ │ │ │ ├── _IO.md │ │ │ │ ├── _Image.md │ │ │ │ ├── _Stages.md │ │ │ │ └── _Train.md │ │ │ │ ├── deep_learning │ │ │ │ └── _ONNXModel.md │ │ │ │ ├── transformers_cognitive.md │ │ │ │ ├── transformers_core.md │ │ │ │ ├── transformers_deep_learning.md │ │ │ │ ├── transformers_opencv.md │ │ │ │ └── transformers_vw.md │ │ ├── Reference │ │ │ ├── Contributor Guide.md │ │ │ ├── Developer Setup.md │ │ │ ├── Docker Setup.md │ │ │ ├── Dotnet Setup.md │ │ │ ├── Quickstart - LightGBM in Dotnet.md │ │ │ └── R Setup.md │ │ └── Use with MLFlow │ │ │ ├── Autologging.md │ │ │ ├── Install.md │ │ │ └── Overview.md │ ├── version-0.11.4 │ │ ├── Deploy Models │ │ │ ├── Overview.md │ │ │ └── Quickstart - Deploying a Classifier.md │ │ ├── Explore Algorithms │ │ │ ├── AI Services │ │ │ │ ├── Advanced Usage - Async, Batching, and Multi-Key.md │ │ │ │ ├── Geospatial Services.md │ │ │ │ ├── Multivariate Anomaly Detection.md │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Analyze Celebrity Quotes.md │ │ │ │ ├── Quickstart - Analyze Text.md │ │ │ │ ├── Quickstart - Creare a Visual Search Engine.md │ │ │ │ ├── Quickstart - Create Audiobooks.md │ │ │ │ ├── Quickstart - Document Question and Answering with PDFs.md │ │ │ │ ├── Quickstart - Flooding Risk.md │ │ │ │ └── Quickstart - Predictive Maintenance.md │ │ │ ├── Anomaly Detection │ │ │ │ └── Quickstart - Isolation Forests.md │ │ │ ├── Causal Inference │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Measure Causal Effects.md │ │ │ │ └── Quickstart - Measure Heterogeneous Effects.md │ │ │ ├── Classification │ │ │ │ ├── Quickstart - SparkML vs SynapseML.md │ │ │ │ ├── Quickstart - Train Classifier.md │ │ │ │ ├── Quickstart - Vowpal Wabbit on Tabular Data.md │ │ │ │ └── Quickstart - Vowpal Wabbit on Text Data.md │ │ │ ├── Deep Learning │ │ │ │ ├── Distributed Training.md │ │ │ │ ├── Getting Started.md │ │ │ │ ├── ONNX.md │ │ │ │ ├── Quickstart - Fine-tune a Text Classifier.md │ │ │ │ ├── Quickstart - Fine-tune a Vision Classifier.md │ │ │ │ ├── Quickstart - ONNX Model Inference.md │ │ │ │ └── Quickstart - Transfer Learn for Image Classification.md │ │ │ ├── Hyperparameter Tuning │ │ │ │ ├── HyperOpt.md │ │ │ │ └── Quickstart - Random Search.md │ │ │ ├── LightGBM │ │ │ │ ├── Overview.md │ │ │ │ └── Quickstart - Classification, Ranking, and Regression.md │ │ │ ├── OpenAI │ │ │ │ ├── Langchain.md │ │ │ │ ├── OpenAI.md │ │ │ │ ├── Quickstart - OpenAI Embedding.md │ │ │ │ └── Quickstart - Understand and Search Forms.md │ │ │ ├── OpenCV │ │ │ │ └── Image Transformations.md │ │ │ ├── Other Algorithms │ │ │ │ ├── Cyber ML.md │ │ │ │ ├── Quickstart - Anomalous Access Detection.md │ │ │ │ ├── Quickstart - Exploring Art Across Cultures.md │ │ │ │ └── Smart Adaptive Recommendations.md │ │ │ ├── Regression │ │ │ │ ├── Quickstart - Data Cleaning.md │ │ │ │ ├── Quickstart - Train Regressor.md │ │ │ │ └── Quickstart - Vowpal Wabbit and LightGBM.md │ │ │ ├── Responsible AI │ │ │ │ ├── Data Balance Analysis.md │ │ │ │ ├── Explanation Dashboard.md │ │ │ │ ├── Image Explainers.md │ │ │ │ ├── Interpreting Model Predictions.md │ │ │ │ ├── PDP and ICE Explainers.md │ │ │ │ ├── Quickstart - Data Balance Analysis.md │ │ │ │ ├── Quickstart - Snow Leopard Detection.md │ │ │ │ ├── Tabular Explainers.md │ │ │ │ └── Text Explainers.md │ │ │ └── Vowpal Wabbit │ │ │ │ ├── Contextual Bandits.md │ │ │ │ ├── Multi-class classification.md │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Classification using SparkML Vectors.md │ │ │ │ ├── Quickstart - Classification using VW-native Format.md │ │ │ │ └── Quickstart - Classification, Quantile Regression, and Regression.md │ │ ├── Get Started │ │ │ ├── Create a Spark Cluster.md │ │ │ ├── Install SynapseML.md │ │ │ ├── Quickstart - Your First Models.md │ │ │ └── Set up Cognitive Services.md │ │ ├── Overview.md │ │ ├── Quick Examples │ │ │ ├── estimators │ │ │ │ ├── _LightGBM.md │ │ │ │ ├── _VW.md │ │ │ │ ├── causal │ │ │ │ │ └── _causalInferenceDML.md │ │ │ │ ├── cognitive │ │ │ │ │ └── _MAD.md │ │ │ │ ├── core │ │ │ │ │ ├── _AutoML.md │ │ │ │ │ ├── _Featurize.md │ │ │ │ │ ├── _IsolationForest.md │ │ │ │ │ ├── _NN.md │ │ │ │ │ ├── _Recommendation.md │ │ │ │ │ ├── _Stages.md │ │ │ │ │ └── _Train.md │ │ │ │ ├── estimators_causal.md │ │ │ │ ├── estimators_cognitive.md │ │ │ │ ├── estimators_core.md │ │ │ │ ├── estimators_lightgbm.md │ │ │ │ └── estimators_vw.md │ │ │ └── transformers │ │ │ │ ├── _OpenCV.md │ │ │ │ ├── _VW.md │ │ │ │ ├── cognitive │ │ │ │ ├── _AnomalyDetection.md │ │ │ │ ├── _AzureSearch.md │ │ │ │ ├── _BingImageSearch.md │ │ │ │ ├── _ComputerVision.md │ │ │ │ ├── _Face.md │ │ │ │ ├── _FormRecognizer.md │ │ │ │ ├── _SpeechToText.md │ │ │ │ ├── _TextAnalytics.md │ │ │ │ └── _Translator.md │ │ │ │ ├── core │ │ │ │ ├── _Explainers.md │ │ │ │ ├── _Featurize.md │ │ │ │ ├── _IO.md │ │ │ │ ├── _Image.md │ │ │ │ ├── _Stages.md │ │ │ │ └── _Train.md │ │ │ │ ├── deep_learning │ │ │ │ └── _ONNXModel.md │ │ │ │ ├── transformers_cognitive.md │ │ │ │ ├── transformers_core.md │ │ │ │ ├── transformers_deep_learning.md │ │ │ │ ├── transformers_opencv.md │ │ │ │ └── transformers_vw.md │ │ ├── Reference │ │ │ ├── Contributor Guide.md │ │ │ ├── Developer Setup.md │ │ │ ├── Docker Setup.md │ │ │ ├── Dotnet Setup.md │ │ │ ├── Quickstart - LightGBM in Dotnet.md │ │ │ └── R Setup.md │ │ └── Use with MLFlow │ │ │ ├── Autologging.md │ │ │ ├── Install.md │ │ │ └── Overview.md │ ├── version-1.0.1 │ │ ├── Deploy Models │ │ │ ├── Overview.md │ │ │ └── Quickstart - Deploying a Classifier.md │ │ ├── Explore Algorithms │ │ │ ├── AI Services │ │ │ │ ├── Advanced Usage - Async, Batching, and Multi-Key.md │ │ │ │ ├── Geospatial Services.md │ │ │ │ ├── Multivariate Anomaly Detection.md │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Analyze Celebrity Quotes.md │ │ │ │ ├── Quickstart - Analyze Text.md │ │ │ │ ├── Quickstart - Create Audiobooks.md │ │ │ │ ├── Quickstart - Create a Visual Search Engine.md │ │ │ │ ├── Quickstart - Document Question and Answering with PDFs.md │ │ │ │ ├── Quickstart - Flooding Risk.md │ │ │ │ └── Quickstart - Predictive Maintenance.md │ │ │ ├── Anomaly Detection │ │ │ │ └── Quickstart - Isolation Forests.md │ │ │ ├── Causal Inference │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Measure Causal Effects.md │ │ │ │ └── Quickstart - Measure Heterogeneous Effects.md │ │ │ ├── Classification │ │ │ │ ├── Quickstart - SparkML vs SynapseML.md │ │ │ │ ├── Quickstart - Train Classifier.md │ │ │ │ ├── Quickstart - Vowpal Wabbit on Tabular Data.md │ │ │ │ └── Quickstart - Vowpal Wabbit on Text Data.md │ │ │ ├── Deep Learning │ │ │ │ ├── Distributed Training.md │ │ │ │ ├── Getting Started.md │ │ │ │ ├── ONNX.md │ │ │ │ ├── Quickstart - Fine-tune a Text Classifier.md │ │ │ │ ├── Quickstart - Fine-tune a Vision Classifier.md │ │ │ │ ├── Quickstart - ONNX Model Inference.md │ │ │ │ └── Quickstart - Transfer Learn for Image Classification.md │ │ │ ├── Hyperparameter Tuning │ │ │ │ ├── HyperOpt.md │ │ │ │ └── Quickstart - Random Search.md │ │ │ ├── LightGBM │ │ │ │ ├── Overview.md │ │ │ │ └── Quickstart - Classification, Ranking, and Regression.md │ │ │ ├── OpenAI │ │ │ │ ├── Langchain.md │ │ │ │ ├── OpenAI.md │ │ │ │ ├── Quickstart - OpenAI Embedding.md │ │ │ │ └── Quickstart - Understand and Search Forms.md │ │ │ ├── OpenCV │ │ │ │ └── Image Transformations.md │ │ │ ├── Other Algorithms │ │ │ │ ├── Cyber ML.md │ │ │ │ ├── Quickstart - Anomalous Access Detection.md │ │ │ │ ├── Quickstart - Exploring Art Across Cultures.md │ │ │ │ └── Smart Adaptive Recommendations.md │ │ │ ├── Regression │ │ │ │ ├── Quickstart - Data Cleaning.md │ │ │ │ ├── Quickstart - Train Regressor.md │ │ │ │ └── Quickstart - Vowpal Wabbit and LightGBM.md │ │ │ ├── Responsible AI │ │ │ │ ├── Data Balance Analysis.md │ │ │ │ ├── Explanation Dashboard.md │ │ │ │ ├── Image Explainers.md │ │ │ │ ├── Interpreting Model Predictions.md │ │ │ │ ├── PDP and ICE Explainers.md │ │ │ │ ├── Quickstart - Data Balance Analysis.md │ │ │ │ ├── Quickstart - Snow Leopard Detection.md │ │ │ │ ├── Tabular Explainers.md │ │ │ │ └── Text Explainers.md │ │ │ └── Vowpal Wabbit │ │ │ │ ├── Contextual Bandits.md │ │ │ │ ├── Multi-class classification.md │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Classification using SparkML Vectors.md │ │ │ │ ├── Quickstart - Classification using VW-native Format.md │ │ │ │ └── Quickstart - Classification, Quantile Regression, and Regression.md │ │ ├── Get Started │ │ │ ├── Create a Spark Cluster.md │ │ │ ├── Install SynapseML.md │ │ │ ├── Quickstart - Your First Models.md │ │ │ └── Set up Cognitive Services.md │ │ ├── Overview.md │ │ ├── Quick Examples │ │ │ ├── estimators │ │ │ │ ├── _LightGBM.md │ │ │ │ ├── _VW.md │ │ │ │ ├── causal │ │ │ │ │ └── _causalInferenceDML.md │ │ │ │ ├── cognitive │ │ │ │ │ └── _MAD.md │ │ │ │ ├── core │ │ │ │ │ ├── _AutoML.md │ │ │ │ │ ├── _Featurize.md │ │ │ │ │ ├── _IsolationForest.md │ │ │ │ │ ├── _NN.md │ │ │ │ │ ├── _Recommendation.md │ │ │ │ │ ├── _Stages.md │ │ │ │ │ └── _Train.md │ │ │ │ ├── estimators_causal.md │ │ │ │ ├── estimators_cognitive.md │ │ │ │ ├── estimators_core.md │ │ │ │ ├── estimators_lightgbm.md │ │ │ │ └── estimators_vw.md │ │ │ └── transformers │ │ │ │ ├── _OpenCV.md │ │ │ │ ├── _VW.md │ │ │ │ ├── cognitive │ │ │ │ ├── _AnomalyDetection.md │ │ │ │ ├── _AzureSearch.md │ │ │ │ ├── _BingImageSearch.md │ │ │ │ ├── _ComputerVision.md │ │ │ │ ├── _Face.md │ │ │ │ ├── _FormRecognizer.md │ │ │ │ ├── _SpeechToText.md │ │ │ │ ├── _TextAnalytics.md │ │ │ │ └── _Translator.md │ │ │ │ ├── core │ │ │ │ ├── _Explainers.md │ │ │ │ ├── _Featurize.md │ │ │ │ ├── _IO.md │ │ │ │ ├── _Image.md │ │ │ │ ├── _Stages.md │ │ │ │ └── _Train.md │ │ │ │ ├── deep_learning │ │ │ │ └── _ONNXModel.md │ │ │ │ ├── transformers_cognitive.md │ │ │ │ ├── transformers_core.md │ │ │ │ ├── transformers_deep_learning.md │ │ │ │ ├── transformers_opencv.md │ │ │ │ └── transformers_vw.md │ │ ├── Reference │ │ │ ├── Contributor Guide.md │ │ │ ├── Developer Setup.md │ │ │ ├── Docker Setup.md │ │ │ ├── Dotnet Setup.md │ │ │ ├── Quickstart - LightGBM in Dotnet.md │ │ │ └── R Setup.md │ │ └── Use with MLFlow │ │ │ ├── Autologging.md │ │ │ ├── Install.md │ │ │ └── Overview.md │ ├── version-1.0.10 │ │ ├── Deploy Models │ │ │ ├── Overview.md │ │ │ └── Quickstart - Deploying a Classifier.md │ │ ├── Explore Algorithms │ │ │ ├── AI Services │ │ │ │ ├── Advanced Usage - Async, Batching, and Multi-Key.md │ │ │ │ ├── Geospatial Services.md │ │ │ │ ├── Multivariate Anomaly Detection.md │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Analyze Celebrity Quotes.md │ │ │ │ ├── Quickstart - Analyze Text.md │ │ │ │ ├── Quickstart - Create Audiobooks.md │ │ │ │ ├── Quickstart - Create a Visual Search Engine.md │ │ │ │ ├── Quickstart - Document Question and Answering with PDFs.md │ │ │ │ ├── Quickstart - Flooding Risk.md │ │ │ │ └── Quickstart - Predictive Maintenance.md │ │ │ ├── Anomaly Detection │ │ │ │ └── Quickstart - Isolation Forests.md │ │ │ ├── Causal Inference │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Measure Causal Effects.md │ │ │ │ ├── Quickstart - Measure Heterogeneous Effects.md │ │ │ │ └── Quickstart - Synthetic difference in differences.md │ │ │ ├── Classification │ │ │ │ ├── Quickstart - SparkML vs SynapseML.md │ │ │ │ ├── Quickstart - Train Classifier.md │ │ │ │ ├── Quickstart - Vowpal Wabbit on Tabular Data.md │ │ │ │ └── Quickstart - Vowpal Wabbit on Text Data.md │ │ │ ├── Deep Learning │ │ │ │ ├── Distributed Training.md │ │ │ │ ├── Getting Started.md │ │ │ │ ├── ONNX.md │ │ │ │ ├── Quickstart - Fine-tune a Text Classifier.md │ │ │ │ ├── Quickstart - Fine-tune a Vision Classifier.md │ │ │ │ ├── Quickstart - ONNX Model Inference.md │ │ │ │ └── Quickstart - Transfer Learn for Image Classification.md │ │ │ ├── Hyperparameter Tuning │ │ │ │ ├── HyperOpt.md │ │ │ │ └── Quickstart - Random Search.md │ │ │ ├── LightGBM │ │ │ │ ├── Overview.md │ │ │ │ └── Quickstart - Classification, Ranking, and Regression.md │ │ │ ├── OpenAI │ │ │ │ ├── Langchain.md │ │ │ │ ├── OpenAI.md │ │ │ │ ├── Quickstart - Custom Embeddings and Approximate KNN on GPU.md │ │ │ │ ├── Quickstart - OpenAI Embedding and GPU based KNN.md │ │ │ │ ├── Quickstart - OpenAI Embedding.md │ │ │ │ └── Quickstart - Understand and Search Forms.md │ │ │ ├── OpenCV │ │ │ │ └── Image Transformations.md │ │ │ ├── Other Algorithms │ │ │ │ ├── Cyber ML.md │ │ │ │ ├── Quickstart - Anomalous Access Detection.md │ │ │ │ ├── Quickstart - Exploring Art Across Cultures.md │ │ │ │ └── Smart Adaptive Recommendations.md │ │ │ ├── Regression │ │ │ │ ├── Quickstart - Data Cleaning.md │ │ │ │ ├── Quickstart - Train Regressor.md │ │ │ │ └── Quickstart - Vowpal Wabbit and LightGBM.md │ │ │ ├── Responsible AI │ │ │ │ ├── Data Balance Analysis.md │ │ │ │ ├── Explanation Dashboard.md │ │ │ │ ├── Image Explainers.md │ │ │ │ ├── Interpreting Model Predictions.md │ │ │ │ ├── PDP and ICE Explainers.md │ │ │ │ ├── Quickstart - Data Balance Analysis.md │ │ │ │ ├── Quickstart - Snow Leopard Detection.md │ │ │ │ ├── Tabular Explainers.md │ │ │ │ └── Text Explainers.md │ │ │ └── Vowpal Wabbit │ │ │ │ ├── Contextual Bandits.md │ │ │ │ ├── Multi-class classification.md │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Classification using SparkML Vectors.md │ │ │ │ ├── Quickstart - Classification using VW-native Format.md │ │ │ │ └── Quickstart - Classification, Quantile Regression, and Regression.md │ │ ├── Get Started │ │ │ ├── Create a Spark Cluster.md │ │ │ ├── Install SynapseML.md │ │ │ ├── Quickstart - Your First Models.md │ │ │ └── Set up Cognitive Services.md │ │ ├── Overview.md │ │ ├── Quick Examples │ │ │ ├── estimators │ │ │ │ ├── _LightGBM.md │ │ │ │ ├── _VW.md │ │ │ │ ├── causal │ │ │ │ │ └── _causalInferenceDML.md │ │ │ │ ├── cognitive │ │ │ │ │ └── _MAD.md │ │ │ │ ├── core │ │ │ │ │ ├── _AutoML.md │ │ │ │ │ ├── _Featurize.md │ │ │ │ │ ├── _IsolationForest.md │ │ │ │ │ ├── _NN.md │ │ │ │ │ ├── _Recommendation.md │ │ │ │ │ ├── _Stages.md │ │ │ │ │ └── _Train.md │ │ │ │ ├── estimators_causal.md │ │ │ │ ├── estimators_cognitive.md │ │ │ │ ├── estimators_core.md │ │ │ │ ├── estimators_lightgbm.md │ │ │ │ └── estimators_vw.md │ │ │ └── transformers │ │ │ │ ├── _OpenCV.md │ │ │ │ ├── _VW.md │ │ │ │ ├── cognitive │ │ │ │ ├── _AnomalyDetection.md │ │ │ │ ├── _AzureSearch.md │ │ │ │ ├── _BingImageSearch.md │ │ │ │ ├── _ComputerVision.md │ │ │ │ ├── _Face.md │ │ │ │ ├── _FormRecognizer.md │ │ │ │ ├── _SpeechToText.md │ │ │ │ ├── _TextAnalytics.md │ │ │ │ └── _Translator.md │ │ │ │ ├── core │ │ │ │ ├── _Explainers.md │ │ │ │ ├── _Featurize.md │ │ │ │ ├── _IO.md │ │ │ │ ├── _Image.md │ │ │ │ ├── _Stages.md │ │ │ │ └── _Train.md │ │ │ │ ├── deep_learning │ │ │ │ └── _ONNXModel.md │ │ │ │ ├── transformers_cognitive.md │ │ │ │ ├── transformers_core.md │ │ │ │ ├── transformers_deep_learning.md │ │ │ │ ├── transformers_opencv.md │ │ │ │ └── transformers_vw.md │ │ ├── Reference │ │ │ ├── Contributor Guide.md │ │ │ ├── Developer Setup.md │ │ │ ├── Docker Setup.md │ │ │ ├── Dotnet Setup.md │ │ │ ├── Quickstart - LightGBM in Dotnet.md │ │ │ └── R Setup.md │ │ └── Use with MLFlow │ │ │ ├── Autologging.md │ │ │ ├── Install.md │ │ │ └── Overview.md │ ├── version-1.0.11 │ │ ├── Deploy Models │ │ │ ├── Overview.md │ │ │ └── Quickstart - Deploying a Classifier.md │ │ ├── Explore Algorithms │ │ │ ├── AI Services │ │ │ │ ├── Advanced Usage - Async, Batching, and Multi-Key.md │ │ │ │ ├── Geospatial Services.md │ │ │ │ ├── Multivariate Anomaly Detection.md │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Analyze Celebrity Quotes.md │ │ │ │ ├── Quickstart - Analyze Text.md │ │ │ │ ├── Quickstart - Create Audiobooks.md │ │ │ │ ├── Quickstart - Create a Visual Search Engine.md │ │ │ │ ├── Quickstart - Document Question and Answering with PDFs.md │ │ │ │ ├── Quickstart - Flooding Risk.md │ │ │ │ └── Quickstart - Predictive Maintenance.md │ │ │ ├── Anomaly Detection │ │ │ │ └── Quickstart - Isolation Forests.md │ │ │ ├── Causal Inference │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Measure Causal Effects.md │ │ │ │ ├── Quickstart - Measure Heterogeneous Effects.md │ │ │ │ └── Quickstart - Synthetic difference in differences.md │ │ │ ├── Classification │ │ │ │ ├── Quickstart - SparkML vs SynapseML.md │ │ │ │ ├── Quickstart - Train Classifier.md │ │ │ │ ├── Quickstart - Vowpal Wabbit on Tabular Data.md │ │ │ │ └── Quickstart - Vowpal Wabbit on Text Data.md │ │ │ ├── Deep Learning │ │ │ │ ├── Distributed Training.md │ │ │ │ ├── Getting Started.md │ │ │ │ ├── ONNX.md │ │ │ │ ├── Quickstart - Apply Phi Model with HuggingFace CausalLM.md │ │ │ │ ├── Quickstart - Fine-tune a Text Classifier.md │ │ │ │ ├── Quickstart - Fine-tune a Vision Classifier.md │ │ │ │ ├── Quickstart - ONNX Model Inference.md │ │ │ │ └── Quickstart - Transfer Learn for Image Classification.md │ │ │ ├── Hyperparameter Tuning │ │ │ │ ├── HyperOpt.md │ │ │ │ └── Quickstart - Random Search.md │ │ │ ├── LightGBM │ │ │ │ ├── Overview.md │ │ │ │ └── Quickstart - Classification, Ranking, and Regression.md │ │ │ ├── OpenAI │ │ │ │ ├── Langchain.md │ │ │ │ ├── OpenAI.md │ │ │ │ ├── Quickstart - Custom Embeddings and Approximate KNN on GPU.md │ │ │ │ ├── Quickstart - OpenAI Embedding and GPU based KNN.md │ │ │ │ ├── Quickstart - OpenAI Embedding.md │ │ │ │ └── Quickstart - Understand and Search Forms.md │ │ │ ├── OpenCV │ │ │ │ └── Image Transformations.md │ │ │ ├── Other Algorithms │ │ │ │ ├── Cyber ML.md │ │ │ │ ├── Quickstart - Anomalous Access Detection.md │ │ │ │ ├── Quickstart - Exploring Art Across Cultures.md │ │ │ │ └── Smart Adaptive Recommendations.md │ │ │ ├── Regression │ │ │ │ ├── Quickstart - Data Cleaning.md │ │ │ │ ├── Quickstart - Train Regressor.md │ │ │ │ └── Quickstart - Vowpal Wabbit and LightGBM.md │ │ │ ├── Responsible AI │ │ │ │ ├── Data Balance Analysis.md │ │ │ │ ├── Explanation Dashboard.md │ │ │ │ ├── Image Explainers.md │ │ │ │ ├── Interpreting Model Predictions.md │ │ │ │ ├── PDP and ICE Explainers.md │ │ │ │ ├── Quickstart - Data Balance Analysis.md │ │ │ │ ├── Quickstart - Snow Leopard Detection.md │ │ │ │ ├── Tabular Explainers.md │ │ │ │ └── Text Explainers.md │ │ │ └── Vowpal Wabbit │ │ │ │ ├── Contextual Bandits.md │ │ │ │ ├── Multi-class classification.md │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Classification using SparkML Vectors.md │ │ │ │ ├── Quickstart - Classification using VW-native Format.md │ │ │ │ └── Quickstart - Classification, Quantile Regression, and Regression.md │ │ ├── Get Started │ │ │ ├── Create a Spark Cluster.md │ │ │ ├── Install SynapseML.md │ │ │ ├── Quickstart - Your First Models.md │ │ │ └── Set up Cognitive Services.md │ │ ├── Overview.md │ │ ├── Quick Examples │ │ │ ├── estimators │ │ │ │ ├── _LightGBM.md │ │ │ │ ├── _VW.md │ │ │ │ ├── causal │ │ │ │ │ └── _causalInferenceDML.md │ │ │ │ ├── cognitive │ │ │ │ │ └── _MAD.md │ │ │ │ ├── core │ │ │ │ │ ├── _AutoML.md │ │ │ │ │ ├── _Featurize.md │ │ │ │ │ ├── _IsolationForest.md │ │ │ │ │ ├── _NN.md │ │ │ │ │ ├── _Recommendation.md │ │ │ │ │ ├── _Stages.md │ │ │ │ │ └── _Train.md │ │ │ │ ├── estimators_causal.md │ │ │ │ ├── estimators_cognitive.md │ │ │ │ ├── estimators_core.md │ │ │ │ ├── estimators_lightgbm.md │ │ │ │ └── estimators_vw.md │ │ │ └── transformers │ │ │ │ ├── _OpenCV.md │ │ │ │ ├── _VW.md │ │ │ │ ├── cognitive │ │ │ │ ├── _AnomalyDetection.md │ │ │ │ ├── _AzureSearch.md │ │ │ │ ├── _BingImageSearch.md │ │ │ │ ├── _ComputerVision.md │ │ │ │ ├── _Face.md │ │ │ │ ├── _FormRecognizer.md │ │ │ │ ├── _SpeechToText.md │ │ │ │ ├── _TextAnalytics.md │ │ │ │ └── _Translator.md │ │ │ │ ├── core │ │ │ │ ├── _Explainers.md │ │ │ │ ├── _Featurize.md │ │ │ │ ├── _IO.md │ │ │ │ ├── _Image.md │ │ │ │ ├── _Stages.md │ │ │ │ └── _Train.md │ │ │ │ ├── deep_learning │ │ │ │ └── _ONNXModel.md │ │ │ │ ├── transformers_cognitive.md │ │ │ │ ├── transformers_core.md │ │ │ │ ├── transformers_deep_learning.md │ │ │ │ ├── transformers_opencv.md │ │ │ │ └── transformers_vw.md │ │ ├── Reference │ │ │ ├── Contributor Guide.md │ │ │ ├── Developer Setup.md │ │ │ ├── Docker Setup.md │ │ │ ├── Dotnet Setup.md │ │ │ ├── Quickstart - LightGBM in Dotnet.md │ │ │ └── R Setup.md │ │ └── Use with MLFlow │ │ │ ├── Autologging.md │ │ │ ├── Install.md │ │ │ └── Overview.md │ ├── version-1.0.12 │ │ ├── Deploy Models │ │ │ ├── Overview.md │ │ │ └── Quickstart - Deploying a Classifier.md │ │ ├── Explore Algorithms │ │ │ ├── AI Services │ │ │ │ ├── Advanced Usage - Async, Batching, and Multi-Key.md │ │ │ │ ├── Geospatial Services.md │ │ │ │ ├── Multivariate Anomaly Detection.md │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Analyze Celebrity Quotes.md │ │ │ │ ├── Quickstart - Analyze Text.md │ │ │ │ ├── Quickstart - Create Audiobooks.md │ │ │ │ ├── Quickstart - Create a Visual Search Engine.md │ │ │ │ ├── Quickstart - Document Question and Answering with PDFs.md │ │ │ │ ├── Quickstart - Flooding Risk.md │ │ │ │ └── Quickstart - Predictive Maintenance.md │ │ │ ├── Anomaly Detection │ │ │ │ └── Quickstart - Isolation Forests.md │ │ │ ├── Causal Inference │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Measure Causal Effects.md │ │ │ │ ├── Quickstart - Measure Heterogeneous Effects.md │ │ │ │ └── Quickstart - Synthetic difference in differences.md │ │ │ ├── Classification │ │ │ │ ├── Quickstart - SparkML vs SynapseML.md │ │ │ │ ├── Quickstart - Train Classifier.md │ │ │ │ ├── Quickstart - Vowpal Wabbit on Tabular Data.md │ │ │ │ └── Quickstart - Vowpal Wabbit on Text Data.md │ │ │ ├── Deep Learning │ │ │ │ ├── Distributed Training.md │ │ │ │ ├── Getting Started.md │ │ │ │ ├── ONNX.md │ │ │ │ ├── Quickstart - Apply Phi Model with HuggingFace CausalLM.md │ │ │ │ ├── Quickstart - Fine-tune a Text Classifier.md │ │ │ │ ├── Quickstart - Fine-tune a Vision Classifier.md │ │ │ │ ├── Quickstart - ONNX Model Inference.md │ │ │ │ └── Quickstart - Transfer Learn for Image Classification.md │ │ │ ├── Hyperparameter Tuning │ │ │ │ ├── HyperOpt.md │ │ │ │ └── Quickstart - Random Search.md │ │ │ ├── LightGBM │ │ │ │ ├── Overview.md │ │ │ │ └── Quickstart - Classification, Ranking, and Regression.md │ │ │ ├── OpenAI │ │ │ │ ├── Langchain.md │ │ │ │ ├── OpenAI.md │ │ │ │ ├── Quickstart - Custom Embeddings and Approximate KNN on GPU.md │ │ │ │ ├── Quickstart - OpenAI Embedding and GPU based KNN.md │ │ │ │ ├── Quickstart - OpenAI Embedding.md │ │ │ │ └── Quickstart - Understand and Search Forms.md │ │ │ ├── OpenCV │ │ │ │ └── Image Transformations.md │ │ │ ├── Other Algorithms │ │ │ │ ├── Cyber ML.md │ │ │ │ ├── Quickstart - Anomalous Access Detection.md │ │ │ │ ├── Quickstart - Exploring Art Across Cultures.md │ │ │ │ └── Smart Adaptive Recommendations.md │ │ │ ├── Regression │ │ │ │ ├── Quickstart - Data Cleaning.md │ │ │ │ ├── Quickstart - Train Regressor.md │ │ │ │ └── Quickstart - Vowpal Wabbit and LightGBM.md │ │ │ ├── Responsible AI │ │ │ │ ├── Data Balance Analysis.md │ │ │ │ ├── Explanation Dashboard.md │ │ │ │ ├── Image Explainers.md │ │ │ │ ├── Interpreting Model Predictions.md │ │ │ │ ├── PDP and ICE Explainers.md │ │ │ │ ├── Quickstart - Data Balance Analysis.md │ │ │ │ ├── Quickstart - Snow Leopard Detection.md │ │ │ │ ├── Tabular Explainers.md │ │ │ │ └── Text Explainers.md │ │ │ └── Vowpal Wabbit │ │ │ │ ├── Contextual Bandits.md │ │ │ │ ├── Multi-class classification.md │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Classification using SparkML Vectors.md │ │ │ │ ├── Quickstart - Classification using VW-native Format.md │ │ │ │ └── Quickstart - Classification, Quantile Regression, and Regression.md │ │ ├── Get Started │ │ │ ├── Create a Spark Cluster.md │ │ │ ├── Install SynapseML.md │ │ │ ├── Quickstart - Your First Models.md │ │ │ └── Set up Cognitive Services.md │ │ ├── Overview.md │ │ ├── Quick Examples │ │ │ ├── estimators │ │ │ │ ├── _LightGBM.md │ │ │ │ ├── _VW.md │ │ │ │ ├── causal │ │ │ │ │ └── _causalInferenceDML.md │ │ │ │ ├── cognitive │ │ │ │ │ └── _MAD.md │ │ │ │ ├── core │ │ │ │ │ ├── _AutoML.md │ │ │ │ │ ├── _Featurize.md │ │ │ │ │ ├── _IsolationForest.md │ │ │ │ │ ├── _NN.md │ │ │ │ │ ├── _Recommendation.md │ │ │ │ │ ├── _Stages.md │ │ │ │ │ └── _Train.md │ │ │ │ ├── estimators_causal.md │ │ │ │ ├── estimators_cognitive.md │ │ │ │ ├── estimators_core.md │ │ │ │ ├── estimators_lightgbm.md │ │ │ │ └── estimators_vw.md │ │ │ └── transformers │ │ │ │ ├── _OpenCV.md │ │ │ │ ├── _VW.md │ │ │ │ ├── cognitive │ │ │ │ ├── _AnomalyDetection.md │ │ │ │ ├── _AzureSearch.md │ │ │ │ ├── _BingImageSearch.md │ │ │ │ ├── _ComputerVision.md │ │ │ │ ├── _Face.md │ │ │ │ ├── _FormRecognizer.md │ │ │ │ ├── _SpeechToText.md │ │ │ │ ├── _TextAnalytics.md │ │ │ │ └── _Translator.md │ │ │ │ ├── core │ │ │ │ ├── _Explainers.md │ │ │ │ ├── _Featurize.md │ │ │ │ ├── _IO.md │ │ │ │ ├── _Image.md │ │ │ │ ├── _Stages.md │ │ │ │ └── _Train.md │ │ │ │ ├── deep_learning │ │ │ │ └── _ONNXModel.md │ │ │ │ ├── transformers_cognitive.md │ │ │ │ ├── transformers_core.md │ │ │ │ ├── transformers_deep_learning.md │ │ │ │ ├── transformers_opencv.md │ │ │ │ └── transformers_vw.md │ │ ├── Reference │ │ │ ├── Contributor Guide.md │ │ │ ├── Developer Setup.md │ │ │ ├── Docker Setup.md │ │ │ ├── Dotnet Setup.md │ │ │ ├── Quickstart - LightGBM in Dotnet.md │ │ │ └── R Setup.md │ │ └── Use with MLFlow │ │ │ ├── Autologging.md │ │ │ ├── Install.md │ │ │ └── Overview.md │ ├── version-1.0.13 │ │ ├── Deploy Models │ │ │ ├── Overview.md │ │ │ └── Quickstart - Deploying a Classifier.md │ │ ├── Explore Algorithms │ │ │ ├── AI Services │ │ │ │ ├── Advanced Usage - Async, Batching, and Multi-Key.md │ │ │ │ ├── Geospatial Services.md │ │ │ │ ├── Multivariate Anomaly Detection.md │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Analyze Celebrity Quotes.md │ │ │ │ ├── Quickstart - Analyze Text.md │ │ │ │ ├── Quickstart - Create Audiobooks.md │ │ │ │ ├── Quickstart - Create a Visual Search Engine.md │ │ │ │ ├── Quickstart - Document Question and Answering with PDFs.md │ │ │ │ ├── Quickstart - Flooding Risk.md │ │ │ │ └── Quickstart - Predictive Maintenance.md │ │ │ ├── Anomaly Detection │ │ │ │ └── Quickstart - Isolation Forests.md │ │ │ ├── Causal Inference │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Measure Causal Effects.md │ │ │ │ ├── Quickstart - Measure Heterogeneous Effects.md │ │ │ │ └── Quickstart - Synthetic difference in differences.md │ │ │ ├── Classification │ │ │ │ ├── Quickstart - SparkML vs SynapseML.md │ │ │ │ ├── Quickstart - Train Classifier.md │ │ │ │ ├── Quickstart - Vowpal Wabbit on Tabular Data.md │ │ │ │ └── Quickstart - Vowpal Wabbit on Text Data.md │ │ │ ├── Deep Learning │ │ │ │ ├── Distributed Training.md │ │ │ │ ├── Getting Started.md │ │ │ │ ├── ONNX.md │ │ │ │ ├── Quickstart - Apply Phi Model with HuggingFace CausalLM.md │ │ │ │ ├── Quickstart - Chat Completion with Azure AI Foundry Model.md │ │ │ │ ├── Quickstart - Fine-tune a Text Classifier.md │ │ │ │ ├── Quickstart - Fine-tune a Vision Classifier.md │ │ │ │ ├── Quickstart - ONNX Model Inference.md │ │ │ │ └── Quickstart - Transfer Learn for Image Classification.md │ │ │ ├── Hyperparameter Tuning │ │ │ │ ├── HyperOpt.md │ │ │ │ └── Quickstart - Random Search.md │ │ │ ├── LightGBM │ │ │ │ ├── Overview.md │ │ │ │ └── Quickstart - Classification, Ranking, and Regression.md │ │ │ ├── OpenAI │ │ │ │ ├── Langchain.md │ │ │ │ ├── OpenAI.md │ │ │ │ ├── Quickstart - Custom Embeddings and Approximate KNN on GPU.md │ │ │ │ ├── Quickstart - OpenAI Embedding and GPU based KNN.md │ │ │ │ ├── Quickstart - OpenAI Embedding.md │ │ │ │ └── Quickstart - Understand and Search Forms.md │ │ │ ├── OpenCV │ │ │ │ └── Image Transformations.md │ │ │ ├── Other Algorithms │ │ │ │ ├── Cyber ML.md │ │ │ │ ├── Quickstart - Anomalous Access Detection.md │ │ │ │ ├── Quickstart - Exploring Art Across Cultures.md │ │ │ │ └── Smart Adaptive Recommendations.md │ │ │ ├── Regression │ │ │ │ ├── Quickstart - Data Cleaning.md │ │ │ │ ├── Quickstart - Train Regressor.md │ │ │ │ └── Quickstart - Vowpal Wabbit and LightGBM.md │ │ │ ├── Responsible AI │ │ │ │ ├── Data Balance Analysis.md │ │ │ │ ├── Explanation Dashboard.md │ │ │ │ ├── Image Explainers.md │ │ │ │ ├── Interpreting Model Predictions.md │ │ │ │ ├── PDP and ICE Explainers.md │ │ │ │ ├── Quickstart - Data Balance Analysis.md │ │ │ │ ├── Quickstart - Snow Leopard Detection.md │ │ │ │ ├── Tabular Explainers.md │ │ │ │ └── Text Explainers.md │ │ │ └── Vowpal Wabbit │ │ │ │ ├── Contextual Bandits.md │ │ │ │ ├── Multi-class classification.md │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Classification using SparkML Vectors.md │ │ │ │ ├── Quickstart - Classification using VW-native Format.md │ │ │ │ └── Quickstart - Classification, Quantile Regression, and Regression.md │ │ ├── Get Started │ │ │ ├── Create a Spark Cluster.md │ │ │ ├── Install SynapseML.md │ │ │ ├── Quickstart - Your First Models.md │ │ │ └── Set up Cognitive Services.md │ │ ├── Overview.md │ │ ├── Quick Examples │ │ │ ├── estimators │ │ │ │ ├── _LightGBM.md │ │ │ │ ├── _VW.md │ │ │ │ ├── causal │ │ │ │ │ └── _causalInferenceDML.md │ │ │ │ ├── cognitive │ │ │ │ │ └── _MAD.md │ │ │ │ ├── core │ │ │ │ │ ├── _AutoML.md │ │ │ │ │ ├── _Featurize.md │ │ │ │ │ ├── _IsolationForest.md │ │ │ │ │ ├── _NN.md │ │ │ │ │ ├── _Recommendation.md │ │ │ │ │ ├── _Stages.md │ │ │ │ │ └── _Train.md │ │ │ │ ├── estimators_causal.md │ │ │ │ ├── estimators_cognitive.md │ │ │ │ ├── estimators_core.md │ │ │ │ ├── estimators_lightgbm.md │ │ │ │ └── estimators_vw.md │ │ │ └── transformers │ │ │ │ ├── _OpenCV.md │ │ │ │ ├── _VW.md │ │ │ │ ├── cognitive │ │ │ │ ├── _AnomalyDetection.md │ │ │ │ ├── _AzureSearch.md │ │ │ │ ├── _BingImageSearch.md │ │ │ │ ├── _ComputerVision.md │ │ │ │ ├── _Face.md │ │ │ │ ├── _FormRecognizer.md │ │ │ │ ├── _SpeechToText.md │ │ │ │ ├── _TextAnalytics.md │ │ │ │ └── _Translator.md │ │ │ │ ├── core │ │ │ │ ├── _Explainers.md │ │ │ │ ├── _Featurize.md │ │ │ │ ├── _IO.md │ │ │ │ ├── _Image.md │ │ │ │ ├── _Stages.md │ │ │ │ └── _Train.md │ │ │ │ ├── deep_learning │ │ │ │ └── _ONNXModel.md │ │ │ │ ├── transformers_cognitive.md │ │ │ │ ├── transformers_core.md │ │ │ │ ├── transformers_deep_learning.md │ │ │ │ ├── transformers_opencv.md │ │ │ │ └── transformers_vw.md │ │ ├── Reference │ │ │ ├── Contributor Guide.md │ │ │ ├── Developer Setup.md │ │ │ ├── Docker Setup.md │ │ │ ├── Dotnet Setup.md │ │ │ ├── Quickstart - LightGBM in Dotnet.md │ │ │ └── R Setup.md │ │ └── Use with MLFlow │ │ │ ├── Autologging.md │ │ │ ├── Install.md │ │ │ └── Overview.md │ ├── version-1.0.14 │ │ ├── Deploy Models │ │ │ ├── Overview.md │ │ │ └── Quickstart - Deploying a Classifier.md │ │ ├── Explore Algorithms │ │ │ ├── AI Services │ │ │ │ ├── Advanced Usage - Async, Batching, and Multi-Key.md │ │ │ │ ├── Geospatial Services.md │ │ │ │ ├── Multivariate Anomaly Detection.md │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Analyze Celebrity Quotes.md │ │ │ │ ├── Quickstart - Analyze Text.md │ │ │ │ ├── Quickstart - Create Audiobooks.md │ │ │ │ ├── Quickstart - Create a Visual Search Engine.md │ │ │ │ ├── Quickstart - Document Question and Answering with PDFs.md │ │ │ │ ├── Quickstart - Flooding Risk.md │ │ │ │ └── Quickstart - Predictive Maintenance.md │ │ │ ├── Anomaly Detection │ │ │ │ └── Quickstart - Isolation Forests.md │ │ │ ├── Causal Inference │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Measure Causal Effects.md │ │ │ │ ├── Quickstart - Measure Heterogeneous Effects.md │ │ │ │ └── Quickstart - Synthetic difference in differences.md │ │ │ ├── Classification │ │ │ │ ├── Quickstart - SparkML vs SynapseML.md │ │ │ │ ├── Quickstart - Train Classifier.md │ │ │ │ ├── Quickstart - Vowpal Wabbit on Tabular Data.md │ │ │ │ └── Quickstart - Vowpal Wabbit on Text Data.md │ │ │ ├── Deep Learning │ │ │ │ ├── Distributed Training.md │ │ │ │ ├── Getting Started.md │ │ │ │ ├── ONNX.md │ │ │ │ ├── Quickstart - Apply Phi Model with HuggingFace CausalLM.md │ │ │ │ ├── Quickstart - Chat Completion with Azure AI Foundry Model.md │ │ │ │ ├── Quickstart - Fine-tune a Text Classifier.md │ │ │ │ ├── Quickstart - Fine-tune a Vision Classifier.md │ │ │ │ ├── Quickstart - ONNX Model Inference.md │ │ │ │ └── Quickstart - Transfer Learn for Image Classification.md │ │ │ ├── Hyperparameter Tuning │ │ │ │ ├── HyperOpt.md │ │ │ │ └── Quickstart - Random Search.md │ │ │ ├── LightGBM │ │ │ │ ├── Overview.md │ │ │ │ └── Quickstart - Classification, Ranking, and Regression.md │ │ │ ├── OpenAI │ │ │ │ ├── Langchain.md │ │ │ │ ├── OpenAI.md │ │ │ │ ├── Quickstart - Custom Embeddings and Approximate KNN on GPU.md │ │ │ │ ├── Quickstart - OpenAI Embedding and GPU based KNN.md │ │ │ │ ├── Quickstart - OpenAI Embedding.md │ │ │ │ └── Quickstart - Understand and Search Forms.md │ │ │ ├── OpenCV │ │ │ │ └── Image Transformations.md │ │ │ ├── Other Algorithms │ │ │ │ ├── Cyber ML.md │ │ │ │ ├── Quickstart - Anomalous Access Detection.md │ │ │ │ ├── Quickstart - Exploring Art Across Cultures.md │ │ │ │ └── Smart Adaptive Recommendations.md │ │ │ ├── Regression │ │ │ │ ├── Quickstart - Data Cleaning.md │ │ │ │ ├── Quickstart - Train Regressor.md │ │ │ │ └── Quickstart - Vowpal Wabbit and LightGBM.md │ │ │ ├── Responsible AI │ │ │ │ ├── Data Balance Analysis.md │ │ │ │ ├── Explanation Dashboard.md │ │ │ │ ├── Image Explainers.md │ │ │ │ ├── Interpreting Model Predictions.md │ │ │ │ ├── PDP and ICE Explainers.md │ │ │ │ ├── Quickstart - Data Balance Analysis.md │ │ │ │ ├── Quickstart - Snow Leopard Detection.md │ │ │ │ ├── Tabular Explainers.md │ │ │ │ └── Text Explainers.md │ │ │ └── Vowpal Wabbit │ │ │ │ ├── Contextual Bandits.md │ │ │ │ ├── Multi-class classification.md │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Classification using SparkML Vectors.md │ │ │ │ ├── Quickstart - Classification using VW-native Format.md │ │ │ │ └── Quickstart - Classification, Quantile Regression, and Regression.md │ │ ├── Get Started │ │ │ ├── Create a Spark Cluster.md │ │ │ ├── Install SynapseML.md │ │ │ ├── Quickstart - Your First Models.md │ │ │ └── Set up Cognitive Services.md │ │ ├── Overview.md │ │ ├── Quick Examples │ │ │ ├── estimators │ │ │ │ ├── _LightGBM.md │ │ │ │ ├── _VW.md │ │ │ │ ├── causal │ │ │ │ │ └── _causalInferenceDML.md │ │ │ │ ├── cognitive │ │ │ │ │ └── _MAD.md │ │ │ │ ├── core │ │ │ │ │ ├── _AutoML.md │ │ │ │ │ ├── _Featurize.md │ │ │ │ │ ├── _IsolationForest.md │ │ │ │ │ ├── _NN.md │ │ │ │ │ ├── _Recommendation.md │ │ │ │ │ ├── _Stages.md │ │ │ │ │ └── _Train.md │ │ │ │ ├── estimators_causal.md │ │ │ │ ├── estimators_cognitive.md │ │ │ │ ├── estimators_core.md │ │ │ │ ├── estimators_lightgbm.md │ │ │ │ └── estimators_vw.md │ │ │ └── transformers │ │ │ │ ├── _OpenCV.md │ │ │ │ ├── _VW.md │ │ │ │ ├── cognitive │ │ │ │ ├── _AnomalyDetection.md │ │ │ │ ├── _AzureSearch.md │ │ │ │ ├── _BingImageSearch.md │ │ │ │ ├── _ComputerVision.md │ │ │ │ ├── _Face.md │ │ │ │ ├── _FormRecognizer.md │ │ │ │ ├── _SpeechToText.md │ │ │ │ ├── _TextAnalytics.md │ │ │ │ └── _Translator.md │ │ │ │ ├── core │ │ │ │ ├── _Explainers.md │ │ │ │ ├── _Featurize.md │ │ │ │ ├── _IO.md │ │ │ │ ├── _Image.md │ │ │ │ ├── _Stages.md │ │ │ │ └── _Train.md │ │ │ │ ├── deep_learning │ │ │ │ └── _ONNXModel.md │ │ │ │ ├── transformers_cognitive.md │ │ │ │ ├── transformers_core.md │ │ │ │ ├── transformers_deep_learning.md │ │ │ │ ├── transformers_opencv.md │ │ │ │ └── transformers_vw.md │ │ ├── Reference │ │ │ ├── Contributor Guide.md │ │ │ ├── Developer Setup.md │ │ │ ├── Docker Setup.md │ │ │ ├── Dotnet Setup.md │ │ │ ├── Quickstart - LightGBM in Dotnet.md │ │ │ └── R Setup.md │ │ └── Use with MLFlow │ │ │ ├── Autologging.md │ │ │ ├── Install.md │ │ │ └── Overview.md │ ├── version-1.0.15 │ │ ├── Deploy Models │ │ │ ├── Overview.md │ │ │ └── Quickstart - Deploying a Classifier.md │ │ ├── Explore Algorithms │ │ │ ├── AI Services │ │ │ │ ├── Advanced Usage - Async, Batching, and Multi-Key.md │ │ │ │ ├── Geospatial Services.md │ │ │ │ ├── Multivariate Anomaly Detection.md │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Analyze Celebrity Quotes.md │ │ │ │ ├── Quickstart - Analyze Text.md │ │ │ │ ├── Quickstart - Create Audiobooks.md │ │ │ │ ├── Quickstart - Create a Visual Search Engine.md │ │ │ │ ├── Quickstart - Document Question and Answering with PDFs.md │ │ │ │ ├── Quickstart - Flooding Risk.md │ │ │ │ └── Quickstart - Predictive Maintenance.md │ │ │ ├── Anomaly Detection │ │ │ │ └── Quickstart - Isolation Forests.md │ │ │ ├── Causal Inference │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Measure Causal Effects.md │ │ │ │ ├── Quickstart - Measure Heterogeneous Effects.md │ │ │ │ └── Quickstart - Synthetic difference in differences.md │ │ │ ├── Classification │ │ │ │ ├── Quickstart - SparkML vs SynapseML.md │ │ │ │ ├── Quickstart - Train Classifier.md │ │ │ │ ├── Quickstart - Vowpal Wabbit on Tabular Data.md │ │ │ │ └── Quickstart - Vowpal Wabbit on Text Data.md │ │ │ ├── Deep Learning │ │ │ │ ├── Distributed Training.md │ │ │ │ ├── Getting Started.md │ │ │ │ ├── ONNX.md │ │ │ │ ├── Quickstart - Apply Phi Model with HuggingFace CausalLM.md │ │ │ │ ├── Quickstart - Chat Completion with Azure AI Foundry Model.md │ │ │ │ ├── Quickstart - Fine-tune a Text Classifier.md │ │ │ │ ├── Quickstart - Fine-tune a Vision Classifier.md │ │ │ │ ├── Quickstart - ONNX Model Inference.md │ │ │ │ └── Quickstart - Transfer Learn for Image Classification.md │ │ │ ├── Hyperparameter Tuning │ │ │ │ ├── HyperOpt.md │ │ │ │ └── Quickstart - Random Search.md │ │ │ ├── LightGBM │ │ │ │ ├── Overview.md │ │ │ │ └── Quickstart - Classification, Ranking, and Regression.md │ │ │ ├── OpenAI │ │ │ │ ├── Langchain.md │ │ │ │ ├── OpenAI.md │ │ │ │ ├── Quickstart - Custom Embeddings and Approximate KNN on GPU.md │ │ │ │ ├── Quickstart - OpenAI Embedding and GPU based KNN.md │ │ │ │ ├── Quickstart - OpenAI Embedding.md │ │ │ │ └── Quickstart - Understand and Search Forms.md │ │ │ ├── OpenCV │ │ │ │ └── Image Transformations.md │ │ │ ├── Other Algorithms │ │ │ │ ├── Cyber ML.md │ │ │ │ ├── Quickstart - Anomalous Access Detection.md │ │ │ │ ├── Quickstart - Exploring Art Across Cultures.md │ │ │ │ └── Smart Adaptive Recommendations.md │ │ │ ├── Regression │ │ │ │ ├── Quickstart - Data Cleaning.md │ │ │ │ ├── Quickstart - Train Regressor.md │ │ │ │ └── Quickstart - Vowpal Wabbit and LightGBM.md │ │ │ ├── Responsible AI │ │ │ │ ├── Data Balance Analysis.md │ │ │ │ ├── Explanation Dashboard.md │ │ │ │ ├── Image Explainers.md │ │ │ │ ├── Interpreting Model Predictions.md │ │ │ │ ├── PDP and ICE Explainers.md │ │ │ │ ├── Quickstart - Data Balance Analysis.md │ │ │ │ ├── Quickstart - Snow Leopard Detection.md │ │ │ │ ├── Tabular Explainers.md │ │ │ │ └── Text Explainers.md │ │ │ └── Vowpal Wabbit │ │ │ │ ├── Contextual Bandits.md │ │ │ │ ├── Multi-class classification.md │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Classification using SparkML Vectors.md │ │ │ │ ├── Quickstart - Classification using VW-native Format.md │ │ │ │ └── Quickstart - Classification, Quantile Regression, and Regression.md │ │ ├── Get Started │ │ │ ├── Create a Spark Cluster.md │ │ │ ├── Install SynapseML.md │ │ │ ├── Quickstart - Your First Models.md │ │ │ └── Set up Cognitive Services.md │ │ ├── Overview.md │ │ ├── Quick Examples │ │ │ ├── estimators │ │ │ │ ├── _LightGBM.md │ │ │ │ ├── _VW.md │ │ │ │ ├── causal │ │ │ │ │ └── _causalInferenceDML.md │ │ │ │ ├── cognitive │ │ │ │ │ └── _MAD.md │ │ │ │ ├── core │ │ │ │ │ ├── _AutoML.md │ │ │ │ │ ├── _Featurize.md │ │ │ │ │ ├── _IsolationForest.md │ │ │ │ │ ├── _NN.md │ │ │ │ │ ├── _Recommendation.md │ │ │ │ │ ├── _Stages.md │ │ │ │ │ └── _Train.md │ │ │ │ ├── estimators_causal.md │ │ │ │ ├── estimators_cognitive.md │ │ │ │ ├── estimators_core.md │ │ │ │ ├── estimators_lightgbm.md │ │ │ │ └── estimators_vw.md │ │ │ └── transformers │ │ │ │ ├── _OpenCV.md │ │ │ │ ├── _VW.md │ │ │ │ ├── cognitive │ │ │ │ ├── _AnomalyDetection.md │ │ │ │ ├── _AzureSearch.md │ │ │ │ ├── _BingImageSearch.md │ │ │ │ ├── _ComputerVision.md │ │ │ │ ├── _Face.md │ │ │ │ ├── _FormRecognizer.md │ │ │ │ ├── _SpeechToText.md │ │ │ │ ├── _TextAnalytics.md │ │ │ │ └── _Translator.md │ │ │ │ ├── core │ │ │ │ ├── _Explainers.md │ │ │ │ ├── _Featurize.md │ │ │ │ ├── _IO.md │ │ │ │ ├── _Image.md │ │ │ │ ├── _Stages.md │ │ │ │ └── _Train.md │ │ │ │ ├── deep_learning │ │ │ │ └── _ONNXModel.md │ │ │ │ ├── transformers_cognitive.md │ │ │ │ ├── transformers_core.md │ │ │ │ ├── transformers_deep_learning.md │ │ │ │ ├── transformers_opencv.md │ │ │ │ └── transformers_vw.md │ │ ├── Reference │ │ │ ├── Contributor Guide.md │ │ │ ├── Developer Setup.md │ │ │ ├── Docker Setup.md │ │ │ ├── Dotnet Setup.md │ │ │ ├── Quickstart - LightGBM in Dotnet.md │ │ │ └── R Setup.md │ │ └── Use with MLFlow │ │ │ ├── Autologging.md │ │ │ ├── Install.md │ │ │ └── Overview.md │ ├── version-1.0.2 │ │ ├── Deploy Models │ │ │ ├── Overview.md │ │ │ └── Quickstart - Deploying a Classifier.md │ │ ├── Explore Algorithms │ │ │ ├── AI Services │ │ │ │ ├── Advanced Usage - Async, Batching, and Multi-Key.md │ │ │ │ ├── Geospatial Services.md │ │ │ │ ├── Multivariate Anomaly Detection.md │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Analyze Celebrity Quotes.md │ │ │ │ ├── Quickstart - Analyze Text.md │ │ │ │ ├── Quickstart - Create Audiobooks.md │ │ │ │ ├── Quickstart - Create a Visual Search Engine.md │ │ │ │ ├── Quickstart - Document Question and Answering with PDFs.md │ │ │ │ ├── Quickstart - Flooding Risk.md │ │ │ │ └── Quickstart - Predictive Maintenance.md │ │ │ ├── Anomaly Detection │ │ │ │ └── Quickstart - Isolation Forests.md │ │ │ ├── Causal Inference │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Measure Causal Effects.md │ │ │ │ └── Quickstart - Measure Heterogeneous Effects.md │ │ │ ├── Classification │ │ │ │ ├── Quickstart - SparkML vs SynapseML.md │ │ │ │ ├── Quickstart - Train Classifier.md │ │ │ │ ├── Quickstart - Vowpal Wabbit on Tabular Data.md │ │ │ │ └── Quickstart - Vowpal Wabbit on Text Data.md │ │ │ ├── Deep Learning │ │ │ │ ├── Distributed Training.md │ │ │ │ ├── Getting Started.md │ │ │ │ ├── ONNX.md │ │ │ │ ├── Quickstart - Fine-tune a Text Classifier.md │ │ │ │ ├── Quickstart - Fine-tune a Vision Classifier.md │ │ │ │ ├── Quickstart - ONNX Model Inference.md │ │ │ │ └── Quickstart - Transfer Learn for Image Classification.md │ │ │ ├── Hyperparameter Tuning │ │ │ │ ├── HyperOpt.md │ │ │ │ └── Quickstart - Random Search.md │ │ │ ├── LightGBM │ │ │ │ ├── Overview.md │ │ │ │ └── Quickstart - Classification, Ranking, and Regression.md │ │ │ ├── OpenAI │ │ │ │ ├── Langchain.md │ │ │ │ ├── OpenAI.md │ │ │ │ ├── Quickstart - OpenAI Embedding.md │ │ │ │ └── Quickstart - Understand and Search Forms.md │ │ │ ├── OpenCV │ │ │ │ └── Image Transformations.md │ │ │ ├── Other Algorithms │ │ │ │ ├── Cyber ML.md │ │ │ │ ├── Quickstart - Anomalous Access Detection.md │ │ │ │ ├── Quickstart - Exploring Art Across Cultures.md │ │ │ │ └── Smart Adaptive Recommendations.md │ │ │ ├── Regression │ │ │ │ ├── Quickstart - Data Cleaning.md │ │ │ │ ├── Quickstart - Train Regressor.md │ │ │ │ └── Quickstart - Vowpal Wabbit and LightGBM.md │ │ │ ├── Responsible AI │ │ │ │ ├── Data Balance Analysis.md │ │ │ │ ├── Explanation Dashboard.md │ │ │ │ ├── Image Explainers.md │ │ │ │ ├── Interpreting Model Predictions.md │ │ │ │ ├── PDP and ICE Explainers.md │ │ │ │ ├── Quickstart - Data Balance Analysis.md │ │ │ │ ├── Quickstart - Snow Leopard Detection.md │ │ │ │ ├── Tabular Explainers.md │ │ │ │ └── Text Explainers.md │ │ │ └── Vowpal Wabbit │ │ │ │ ├── Contextual Bandits.md │ │ │ │ ├── Multi-class classification.md │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Classification using SparkML Vectors.md │ │ │ │ ├── Quickstart - Classification using VW-native Format.md │ │ │ │ └── Quickstart - Classification, Quantile Regression, and Regression.md │ │ ├── Get Started │ │ │ ├── Create a Spark Cluster.md │ │ │ ├── Install SynapseML.md │ │ │ ├── Quickstart - Your First Models.md │ │ │ └── Set up Cognitive Services.md │ │ ├── Overview.md │ │ ├── Quick Examples │ │ │ ├── estimators │ │ │ │ ├── _LightGBM.md │ │ │ │ ├── _VW.md │ │ │ │ ├── causal │ │ │ │ │ └── _causalInferenceDML.md │ │ │ │ ├── cognitive │ │ │ │ │ └── _MAD.md │ │ │ │ ├── core │ │ │ │ │ ├── _AutoML.md │ │ │ │ │ ├── _Featurize.md │ │ │ │ │ ├── _IsolationForest.md │ │ │ │ │ ├── _NN.md │ │ │ │ │ ├── _Recommendation.md │ │ │ │ │ ├── _Stages.md │ │ │ │ │ └── _Train.md │ │ │ │ ├── estimators_causal.md │ │ │ │ ├── estimators_cognitive.md │ │ │ │ ├── estimators_core.md │ │ │ │ ├── estimators_lightgbm.md │ │ │ │ └── estimators_vw.md │ │ │ └── transformers │ │ │ │ ├── _OpenCV.md │ │ │ │ ├── _VW.md │ │ │ │ ├── cognitive │ │ │ │ ├── _AnomalyDetection.md │ │ │ │ ├── _AzureSearch.md │ │ │ │ ├── _BingImageSearch.md │ │ │ │ ├── _ComputerVision.md │ │ │ │ ├── _Face.md │ │ │ │ ├── _FormRecognizer.md │ │ │ │ ├── _SpeechToText.md │ │ │ │ ├── _TextAnalytics.md │ │ │ │ └── _Translator.md │ │ │ │ ├── core │ │ │ │ ├── _Explainers.md │ │ │ │ ├── _Featurize.md │ │ │ │ ├── _IO.md │ │ │ │ ├── _Image.md │ │ │ │ ├── _Stages.md │ │ │ │ └── _Train.md │ │ │ │ ├── deep_learning │ │ │ │ └── _ONNXModel.md │ │ │ │ ├── transformers_cognitive.md │ │ │ │ ├── transformers_core.md │ │ │ │ ├── transformers_deep_learning.md │ │ │ │ ├── transformers_opencv.md │ │ │ │ └── transformers_vw.md │ │ ├── Reference │ │ │ ├── Contributor Guide.md │ │ │ ├── Developer Setup.md │ │ │ ├── Docker Setup.md │ │ │ ├── Dotnet Setup.md │ │ │ ├── Quickstart - LightGBM in Dotnet.md │ │ │ └── R Setup.md │ │ └── Use with MLFlow │ │ │ ├── Autologging.md │ │ │ ├── Install.md │ │ │ └── Overview.md │ ├── version-1.0.3 │ │ ├── Deploy Models │ │ │ ├── Overview.md │ │ │ └── Quickstart - Deploying a Classifier.md │ │ ├── Explore Algorithms │ │ │ ├── AI Services │ │ │ │ ├── Advanced Usage - Async, Batching, and Multi-Key.md │ │ │ │ ├── Geospatial Services.md │ │ │ │ ├── Multivariate Anomaly Detection.md │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Analyze Celebrity Quotes.md │ │ │ │ ├── Quickstart - Analyze Text.md │ │ │ │ ├── Quickstart - Create Audiobooks.md │ │ │ │ ├── Quickstart - Create a Visual Search Engine.md │ │ │ │ ├── Quickstart - Document Question and Answering with PDFs.md │ │ │ │ ├── Quickstart - Flooding Risk.md │ │ │ │ └── Quickstart - Predictive Maintenance.md │ │ │ ├── Anomaly Detection │ │ │ │ └── Quickstart - Isolation Forests.md │ │ │ ├── Causal Inference │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Measure Causal Effects.md │ │ │ │ └── Quickstart - Measure Heterogeneous Effects.md │ │ │ ├── Classification │ │ │ │ ├── Quickstart - SparkML vs SynapseML.md │ │ │ │ ├── Quickstart - Train Classifier.md │ │ │ │ ├── Quickstart - Vowpal Wabbit on Tabular Data.md │ │ │ │ └── Quickstart - Vowpal Wabbit on Text Data.md │ │ │ ├── Deep Learning │ │ │ │ ├── Distributed Training.md │ │ │ │ ├── Getting Started.md │ │ │ │ ├── ONNX.md │ │ │ │ ├── Quickstart - Fine-tune a Text Classifier.md │ │ │ │ ├── Quickstart - Fine-tune a Vision Classifier.md │ │ │ │ ├── Quickstart - ONNX Model Inference.md │ │ │ │ └── Quickstart - Transfer Learn for Image Classification.md │ │ │ ├── Hyperparameter Tuning │ │ │ │ ├── HyperOpt.md │ │ │ │ └── Quickstart - Random Search.md │ │ │ ├── LightGBM │ │ │ │ ├── Overview.md │ │ │ │ └── Quickstart - Classification, Ranking, and Regression.md │ │ │ ├── OpenAI │ │ │ │ ├── Langchain.md │ │ │ │ ├── OpenAI.md │ │ │ │ ├── Quickstart - OpenAI Embedding.md │ │ │ │ └── Quickstart - Understand and Search Forms.md │ │ │ ├── OpenCV │ │ │ │ └── Image Transformations.md │ │ │ ├── Other Algorithms │ │ │ │ ├── Cyber ML.md │ │ │ │ ├── Quickstart - Anomalous Access Detection.md │ │ │ │ ├── Quickstart - Exploring Art Across Cultures.md │ │ │ │ └── Smart Adaptive Recommendations.md │ │ │ ├── Regression │ │ │ │ ├── Quickstart - Data Cleaning.md │ │ │ │ ├── Quickstart - Train Regressor.md │ │ │ │ └── Quickstart - Vowpal Wabbit and LightGBM.md │ │ │ ├── Responsible AI │ │ │ │ ├── Data Balance Analysis.md │ │ │ │ ├── Explanation Dashboard.md │ │ │ │ ├── Image Explainers.md │ │ │ │ ├── Interpreting Model Predictions.md │ │ │ │ ├── PDP and ICE Explainers.md │ │ │ │ ├── Quickstart - Data Balance Analysis.md │ │ │ │ ├── Quickstart - Snow Leopard Detection.md │ │ │ │ ├── Tabular Explainers.md │ │ │ │ └── Text Explainers.md │ │ │ └── Vowpal Wabbit │ │ │ │ ├── Contextual Bandits.md │ │ │ │ ├── Multi-class classification.md │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Classification using SparkML Vectors.md │ │ │ │ ├── Quickstart - Classification using VW-native Format.md │ │ │ │ └── Quickstart - Classification, Quantile Regression, and Regression.md │ │ ├── Get Started │ │ │ ├── Create a Spark Cluster.md │ │ │ ├── Install SynapseML.md │ │ │ ├── Quickstart - Your First Models.md │ │ │ └── Set up Cognitive Services.md │ │ ├── Overview.md │ │ ├── Quick Examples │ │ │ ├── estimators │ │ │ │ ├── _LightGBM.md │ │ │ │ ├── _VW.md │ │ │ │ ├── causal │ │ │ │ │ └── _causalInferenceDML.md │ │ │ │ ├── cognitive │ │ │ │ │ └── _MAD.md │ │ │ │ ├── core │ │ │ │ │ ├── _AutoML.md │ │ │ │ │ ├── _Featurize.md │ │ │ │ │ ├── _IsolationForest.md │ │ │ │ │ ├── _NN.md │ │ │ │ │ ├── _Recommendation.md │ │ │ │ │ ├── _Stages.md │ │ │ │ │ └── _Train.md │ │ │ │ ├── estimators_causal.md │ │ │ │ ├── estimators_cognitive.md │ │ │ │ ├── estimators_core.md │ │ │ │ ├── estimators_lightgbm.md │ │ │ │ └── estimators_vw.md │ │ │ └── transformers │ │ │ │ ├── _OpenCV.md │ │ │ │ ├── _VW.md │ │ │ │ ├── cognitive │ │ │ │ ├── _AnomalyDetection.md │ │ │ │ ├── _AzureSearch.md │ │ │ │ ├── _BingImageSearch.md │ │ │ │ ├── _ComputerVision.md │ │ │ │ ├── _Face.md │ │ │ │ ├── _FormRecognizer.md │ │ │ │ ├── _SpeechToText.md │ │ │ │ ├── _TextAnalytics.md │ │ │ │ └── _Translator.md │ │ │ │ ├── core │ │ │ │ ├── _Explainers.md │ │ │ │ ├── _Featurize.md │ │ │ │ ├── _IO.md │ │ │ │ ├── _Image.md │ │ │ │ ├── _Stages.md │ │ │ │ └── _Train.md │ │ │ │ ├── deep_learning │ │ │ │ └── _ONNXModel.md │ │ │ │ ├── transformers_cognitive.md │ │ │ │ ├── transformers_core.md │ │ │ │ ├── transformers_deep_learning.md │ │ │ │ ├── transformers_opencv.md │ │ │ │ └── transformers_vw.md │ │ ├── Reference │ │ │ ├── Contributor Guide.md │ │ │ ├── Developer Setup.md │ │ │ ├── Docker Setup.md │ │ │ ├── Dotnet Setup.md │ │ │ ├── Quickstart - LightGBM in Dotnet.md │ │ │ └── R Setup.md │ │ └── Use with MLFlow │ │ │ ├── Autologging.md │ │ │ ├── Install.md │ │ │ └── Overview.md │ ├── version-1.0.4 │ │ ├── Deploy Models │ │ │ ├── Overview.md │ │ │ └── Quickstart - Deploying a Classifier.md │ │ ├── Explore Algorithms │ │ │ ├── AI Services │ │ │ │ ├── Advanced Usage - Async, Batching, and Multi-Key.md │ │ │ │ ├── Geospatial Services.md │ │ │ │ ├── Multivariate Anomaly Detection.md │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Analyze Celebrity Quotes.md │ │ │ │ ├── Quickstart - Analyze Text.md │ │ │ │ ├── Quickstart - Create Audiobooks.md │ │ │ │ ├── Quickstart - Create a Visual Search Engine.md │ │ │ │ ├── Quickstart - Document Question and Answering with PDFs.md │ │ │ │ ├── Quickstart - Flooding Risk.md │ │ │ │ └── Quickstart - Predictive Maintenance.md │ │ │ ├── Anomaly Detection │ │ │ │ └── Quickstart - Isolation Forests.md │ │ │ ├── Causal Inference │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Measure Causal Effects.md │ │ │ │ ├── Quickstart - Measure Heterogeneous Effects.md │ │ │ │ └── Quickstart - Synthetic difference in differences.md │ │ │ ├── Classification │ │ │ │ ├── Quickstart - SparkML vs SynapseML.md │ │ │ │ ├── Quickstart - Train Classifier.md │ │ │ │ ├── Quickstart - Vowpal Wabbit on Tabular Data.md │ │ │ │ └── Quickstart - Vowpal Wabbit on Text Data.md │ │ │ ├── Deep Learning │ │ │ │ ├── Distributed Training.md │ │ │ │ ├── Getting Started.md │ │ │ │ ├── ONNX.md │ │ │ │ ├── Quickstart - Fine-tune a Text Classifier.md │ │ │ │ ├── Quickstart - Fine-tune a Vision Classifier.md │ │ │ │ ├── Quickstart - ONNX Model Inference.md │ │ │ │ └── Quickstart - Transfer Learn for Image Classification.md │ │ │ ├── Hyperparameter Tuning │ │ │ │ ├── HyperOpt.md │ │ │ │ └── Quickstart - Random Search.md │ │ │ ├── LightGBM │ │ │ │ ├── Overview.md │ │ │ │ └── Quickstart - Classification, Ranking, and Regression.md │ │ │ ├── OpenAI │ │ │ │ ├── Langchain.md │ │ │ │ ├── OpenAI.md │ │ │ │ ├── Quickstart - OpenAI Embedding and GPU based KNN.md │ │ │ │ ├── Quickstart - OpenAI Embedding.md │ │ │ │ └── Quickstart - Understand and Search Forms.md │ │ │ ├── OpenCV │ │ │ │ └── Image Transformations.md │ │ │ ├── Other Algorithms │ │ │ │ ├── Cyber ML.md │ │ │ │ ├── Quickstart - Anomalous Access Detection.md │ │ │ │ ├── Quickstart - Exploring Art Across Cultures.md │ │ │ │ └── Smart Adaptive Recommendations.md │ │ │ ├── Regression │ │ │ │ ├── Quickstart - Data Cleaning.md │ │ │ │ ├── Quickstart - Train Regressor.md │ │ │ │ └── Quickstart - Vowpal Wabbit and LightGBM.md │ │ │ ├── Responsible AI │ │ │ │ ├── Data Balance Analysis.md │ │ │ │ ├── Explanation Dashboard.md │ │ │ │ ├── Image Explainers.md │ │ │ │ ├── Interpreting Model Predictions.md │ │ │ │ ├── PDP and ICE Explainers.md │ │ │ │ ├── Quickstart - Data Balance Analysis.md │ │ │ │ ├── Quickstart - Snow Leopard Detection.md │ │ │ │ ├── Tabular Explainers.md │ │ │ │ └── Text Explainers.md │ │ │ └── Vowpal Wabbit │ │ │ │ ├── Contextual Bandits.md │ │ │ │ ├── Multi-class classification.md │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Classification using SparkML Vectors.md │ │ │ │ ├── Quickstart - Classification using VW-native Format.md │ │ │ │ └── Quickstart - Classification, Quantile Regression, and Regression.md │ │ ├── Get Started │ │ │ ├── Create a Spark Cluster.md │ │ │ ├── Install SynapseML.md │ │ │ ├── Quickstart - Your First Models.md │ │ │ └── Set up Cognitive Services.md │ │ ├── Overview.md │ │ ├── Quick Examples │ │ │ ├── estimators │ │ │ │ ├── _LightGBM.md │ │ │ │ ├── _VW.md │ │ │ │ ├── causal │ │ │ │ │ └── _causalInferenceDML.md │ │ │ │ ├── cognitive │ │ │ │ │ └── _MAD.md │ │ │ │ ├── core │ │ │ │ │ ├── _AutoML.md │ │ │ │ │ ├── _Featurize.md │ │ │ │ │ ├── _IsolationForest.md │ │ │ │ │ ├── _NN.md │ │ │ │ │ ├── _Recommendation.md │ │ │ │ │ ├── _Stages.md │ │ │ │ │ └── _Train.md │ │ │ │ ├── estimators_causal.md │ │ │ │ ├── estimators_cognitive.md │ │ │ │ ├── estimators_core.md │ │ │ │ ├── estimators_lightgbm.md │ │ │ │ └── estimators_vw.md │ │ │ └── transformers │ │ │ │ ├── _OpenCV.md │ │ │ │ ├── _VW.md │ │ │ │ ├── cognitive │ │ │ │ ├── _AnomalyDetection.md │ │ │ │ ├── _AzureSearch.md │ │ │ │ ├── _BingImageSearch.md │ │ │ │ ├── _ComputerVision.md │ │ │ │ ├── _Face.md │ │ │ │ ├── _FormRecognizer.md │ │ │ │ ├── _SpeechToText.md │ │ │ │ ├── _TextAnalytics.md │ │ │ │ └── _Translator.md │ │ │ │ ├── core │ │ │ │ ├── _Explainers.md │ │ │ │ ├── _Featurize.md │ │ │ │ ├── _IO.md │ │ │ │ ├── _Image.md │ │ │ │ ├── _Stages.md │ │ │ │ └── _Train.md │ │ │ │ ├── deep_learning │ │ │ │ └── _ONNXModel.md │ │ │ │ ├── transformers_cognitive.md │ │ │ │ ├── transformers_core.md │ │ │ │ ├── transformers_deep_learning.md │ │ │ │ ├── transformers_opencv.md │ │ │ │ └── transformers_vw.md │ │ ├── Reference │ │ │ ├── Contributor Guide.md │ │ │ ├── Developer Setup.md │ │ │ ├── Docker Setup.md │ │ │ ├── Dotnet Setup.md │ │ │ ├── Quickstart - LightGBM in Dotnet.md │ │ │ └── R Setup.md │ │ └── Use with MLFlow │ │ │ ├── Autologging.md │ │ │ ├── Install.md │ │ │ └── Overview.md │ ├── version-1.0.5 │ │ ├── Deploy Models │ │ │ ├── Overview.md │ │ │ └── Quickstart - Deploying a Classifier.md │ │ ├── Explore Algorithms │ │ │ ├── AI Services │ │ │ │ ├── Advanced Usage - Async, Batching, and Multi-Key.md │ │ │ │ ├── Geospatial Services.md │ │ │ │ ├── Multivariate Anomaly Detection.md │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Analyze Celebrity Quotes.md │ │ │ │ ├── Quickstart - Analyze Text.md │ │ │ │ ├── Quickstart - Create Audiobooks.md │ │ │ │ ├── Quickstart - Create a Visual Search Engine.md │ │ │ │ ├── Quickstart - Document Question and Answering with PDFs.md │ │ │ │ ├── Quickstart - Flooding Risk.md │ │ │ │ └── Quickstart - Predictive Maintenance.md │ │ │ ├── Anomaly Detection │ │ │ │ └── Quickstart - Isolation Forests.md │ │ │ ├── Causal Inference │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Measure Causal Effects.md │ │ │ │ ├── Quickstart - Measure Heterogeneous Effects.md │ │ │ │ └── Quickstart - Synthetic difference in differences.md │ │ │ ├── Classification │ │ │ │ ├── Quickstart - SparkML vs SynapseML.md │ │ │ │ ├── Quickstart - Train Classifier.md │ │ │ │ ├── Quickstart - Vowpal Wabbit on Tabular Data.md │ │ │ │ └── Quickstart - Vowpal Wabbit on Text Data.md │ │ │ ├── Deep Learning │ │ │ │ ├── Distributed Training.md │ │ │ │ ├── Getting Started.md │ │ │ │ ├── ONNX.md │ │ │ │ ├── Quickstart - Fine-tune a Text Classifier.md │ │ │ │ ├── Quickstart - Fine-tune a Vision Classifier.md │ │ │ │ ├── Quickstart - ONNX Model Inference.md │ │ │ │ └── Quickstart - Transfer Learn for Image Classification.md │ │ │ ├── Hyperparameter Tuning │ │ │ │ ├── HyperOpt.md │ │ │ │ └── Quickstart - Random Search.md │ │ │ ├── LightGBM │ │ │ │ ├── Overview.md │ │ │ │ └── Quickstart - Classification, Ranking, and Regression.md │ │ │ ├── OpenAI │ │ │ │ ├── Langchain.md │ │ │ │ ├── OpenAI.md │ │ │ │ ├── Quickstart - Custom Embeddings and Approximate KNN on GPU.md │ │ │ │ ├── Quickstart - OpenAI Embedding and GPU based KNN.md │ │ │ │ ├── Quickstart - OpenAI Embedding.md │ │ │ │ └── Quickstart - Understand and Search Forms.md │ │ │ ├── OpenCV │ │ │ │ └── Image Transformations.md │ │ │ ├── Other Algorithms │ │ │ │ ├── Cyber ML.md │ │ │ │ ├── Quickstart - Anomalous Access Detection.md │ │ │ │ ├── Quickstart - Exploring Art Across Cultures.md │ │ │ │ └── Smart Adaptive Recommendations.md │ │ │ ├── Regression │ │ │ │ ├── Quickstart - Data Cleaning.md │ │ │ │ ├── Quickstart - Train Regressor.md │ │ │ │ └── Quickstart - Vowpal Wabbit and LightGBM.md │ │ │ ├── Responsible AI │ │ │ │ ├── Data Balance Analysis.md │ │ │ │ ├── Explanation Dashboard.md │ │ │ │ ├── Image Explainers.md │ │ │ │ ├── Interpreting Model Predictions.md │ │ │ │ ├── PDP and ICE Explainers.md │ │ │ │ ├── Quickstart - Data Balance Analysis.md │ │ │ │ ├── Quickstart - Snow Leopard Detection.md │ │ │ │ ├── Tabular Explainers.md │ │ │ │ └── Text Explainers.md │ │ │ └── Vowpal Wabbit │ │ │ │ ├── Contextual Bandits.md │ │ │ │ ├── Multi-class classification.md │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Classification using SparkML Vectors.md │ │ │ │ ├── Quickstart - Classification using VW-native Format.md │ │ │ │ └── Quickstart - Classification, Quantile Regression, and Regression.md │ │ ├── Get Started │ │ │ ├── Create a Spark Cluster.md │ │ │ ├── Install SynapseML.md │ │ │ ├── Quickstart - Your First Models.md │ │ │ └── Set up Cognitive Services.md │ │ ├── Overview.md │ │ ├── Quick Examples │ │ │ ├── estimators │ │ │ │ ├── _LightGBM.md │ │ │ │ ├── _VW.md │ │ │ │ ├── causal │ │ │ │ │ └── _causalInferenceDML.md │ │ │ │ ├── cognitive │ │ │ │ │ └── _MAD.md │ │ │ │ ├── core │ │ │ │ │ ├── _AutoML.md │ │ │ │ │ ├── _Featurize.md │ │ │ │ │ ├── _IsolationForest.md │ │ │ │ │ ├── _NN.md │ │ │ │ │ ├── _Recommendation.md │ │ │ │ │ ├── _Stages.md │ │ │ │ │ └── _Train.md │ │ │ │ ├── estimators_causal.md │ │ │ │ ├── estimators_cognitive.md │ │ │ │ ├── estimators_core.md │ │ │ │ ├── estimators_lightgbm.md │ │ │ │ └── estimators_vw.md │ │ │ └── transformers │ │ │ │ ├── _OpenCV.md │ │ │ │ ├── _VW.md │ │ │ │ ├── cognitive │ │ │ │ ├── _AnomalyDetection.md │ │ │ │ ├── _AzureSearch.md │ │ │ │ ├── _BingImageSearch.md │ │ │ │ ├── _ComputerVision.md │ │ │ │ ├── _Face.md │ │ │ │ ├── _FormRecognizer.md │ │ │ │ ├── _SpeechToText.md │ │ │ │ ├── _TextAnalytics.md │ │ │ │ └── _Translator.md │ │ │ │ ├── core │ │ │ │ ├── _Explainers.md │ │ │ │ ├── _Featurize.md │ │ │ │ ├── _IO.md │ │ │ │ ├── _Image.md │ │ │ │ ├── _Stages.md │ │ │ │ └── _Train.md │ │ │ │ ├── deep_learning │ │ │ │ └── _ONNXModel.md │ │ │ │ ├── transformers_cognitive.md │ │ │ │ ├── transformers_core.md │ │ │ │ ├── transformers_deep_learning.md │ │ │ │ ├── transformers_opencv.md │ │ │ │ └── transformers_vw.md │ │ ├── Reference │ │ │ ├── Contributor Guide.md │ │ │ ├── Developer Setup.md │ │ │ ├── Docker Setup.md │ │ │ ├── Dotnet Setup.md │ │ │ ├── Quickstart - LightGBM in Dotnet.md │ │ │ └── R Setup.md │ │ └── Use with MLFlow │ │ │ ├── Autologging.md │ │ │ ├── Install.md │ │ │ └── Overview.md │ ├── version-1.0.6 │ │ ├── Deploy Models │ │ │ ├── Overview.md │ │ │ └── Quickstart - Deploying a Classifier.md │ │ ├── Explore Algorithms │ │ │ ├── AI Services │ │ │ │ ├── Advanced Usage - Async, Batching, and Multi-Key.md │ │ │ │ ├── Geospatial Services.md │ │ │ │ ├── Multivariate Anomaly Detection.md │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Analyze Celebrity Quotes.md │ │ │ │ ├── Quickstart - Analyze Text.md │ │ │ │ ├── Quickstart - Create Audiobooks.md │ │ │ │ ├── Quickstart - Create a Visual Search Engine.md │ │ │ │ ├── Quickstart - Document Question and Answering with PDFs.md │ │ │ │ ├── Quickstart - Flooding Risk.md │ │ │ │ └── Quickstart - Predictive Maintenance.md │ │ │ ├── Anomaly Detection │ │ │ │ └── Quickstart - Isolation Forests.md │ │ │ ├── Causal Inference │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Measure Causal Effects.md │ │ │ │ ├── Quickstart - Measure Heterogeneous Effects.md │ │ │ │ └── Quickstart - Synthetic difference in differences.md │ │ │ ├── Classification │ │ │ │ ├── Quickstart - SparkML vs SynapseML.md │ │ │ │ ├── Quickstart - Train Classifier.md │ │ │ │ ├── Quickstart - Vowpal Wabbit on Tabular Data.md │ │ │ │ └── Quickstart - Vowpal Wabbit on Text Data.md │ │ │ ├── Deep Learning │ │ │ │ ├── Distributed Training.md │ │ │ │ ├── Getting Started.md │ │ │ │ ├── ONNX.md │ │ │ │ ├── Quickstart - Fine-tune a Text Classifier.md │ │ │ │ ├── Quickstart - Fine-tune a Vision Classifier.md │ │ │ │ ├── Quickstart - ONNX Model Inference.md │ │ │ │ └── Quickstart - Transfer Learn for Image Classification.md │ │ │ ├── Hyperparameter Tuning │ │ │ │ ├── HyperOpt.md │ │ │ │ └── Quickstart - Random Search.md │ │ │ ├── LightGBM │ │ │ │ ├── Overview.md │ │ │ │ └── Quickstart - Classification, Ranking, and Regression.md │ │ │ ├── OpenAI │ │ │ │ ├── Langchain.md │ │ │ │ ├── OpenAI.md │ │ │ │ ├── Quickstart - Custom Embeddings and Approximate KNN on GPU.md │ │ │ │ ├── Quickstart - OpenAI Embedding and GPU based KNN.md │ │ │ │ ├── Quickstart - OpenAI Embedding.md │ │ │ │ └── Quickstart - Understand and Search Forms.md │ │ │ ├── OpenCV │ │ │ │ └── Image Transformations.md │ │ │ ├── Other Algorithms │ │ │ │ ├── Cyber ML.md │ │ │ │ ├── Quickstart - Anomalous Access Detection.md │ │ │ │ ├── Quickstart - Exploring Art Across Cultures.md │ │ │ │ └── Smart Adaptive Recommendations.md │ │ │ ├── Regression │ │ │ │ ├── Quickstart - Data Cleaning.md │ │ │ │ ├── Quickstart - Train Regressor.md │ │ │ │ └── Quickstart - Vowpal Wabbit and LightGBM.md │ │ │ ├── Responsible AI │ │ │ │ ├── Data Balance Analysis.md │ │ │ │ ├── Explanation Dashboard.md │ │ │ │ ├── Image Explainers.md │ │ │ │ ├── Interpreting Model Predictions.md │ │ │ │ ├── PDP and ICE Explainers.md │ │ │ │ ├── Quickstart - Data Balance Analysis.md │ │ │ │ ├── Quickstart - Snow Leopard Detection.md │ │ │ │ ├── Tabular Explainers.md │ │ │ │ └── Text Explainers.md │ │ │ └── Vowpal Wabbit │ │ │ │ ├── Contextual Bandits.md │ │ │ │ ├── Multi-class classification.md │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Classification using SparkML Vectors.md │ │ │ │ ├── Quickstart - Classification using VW-native Format.md │ │ │ │ └── Quickstart - Classification, Quantile Regression, and Regression.md │ │ ├── Get Started │ │ │ ├── Create a Spark Cluster.md │ │ │ ├── Install SynapseML.md │ │ │ ├── Quickstart - Your First Models.md │ │ │ └── Set up Cognitive Services.md │ │ ├── Overview.md │ │ ├── Quick Examples │ │ │ ├── estimators │ │ │ │ ├── _LightGBM.md │ │ │ │ ├── _VW.md │ │ │ │ ├── causal │ │ │ │ │ └── _causalInferenceDML.md │ │ │ │ ├── cognitive │ │ │ │ │ └── _MAD.md │ │ │ │ ├── core │ │ │ │ │ ├── _AutoML.md │ │ │ │ │ ├── _Featurize.md │ │ │ │ │ ├── _IsolationForest.md │ │ │ │ │ ├── _NN.md │ │ │ │ │ ├── _Recommendation.md │ │ │ │ │ ├── _Stages.md │ │ │ │ │ └── _Train.md │ │ │ │ ├── estimators_causal.md │ │ │ │ ├── estimators_cognitive.md │ │ │ │ ├── estimators_core.md │ │ │ │ ├── estimators_lightgbm.md │ │ │ │ └── estimators_vw.md │ │ │ └── transformers │ │ │ │ ├── _OpenCV.md │ │ │ │ ├── _VW.md │ │ │ │ ├── cognitive │ │ │ │ ├── _AnomalyDetection.md │ │ │ │ ├── _AzureSearch.md │ │ │ │ ├── _BingImageSearch.md │ │ │ │ ├── _ComputerVision.md │ │ │ │ ├── _Face.md │ │ │ │ ├── _FormRecognizer.md │ │ │ │ ├── _SpeechToText.md │ │ │ │ ├── _TextAnalytics.md │ │ │ │ └── _Translator.md │ │ │ │ ├── core │ │ │ │ ├── _Explainers.md │ │ │ │ ├── _Featurize.md │ │ │ │ ├── _IO.md │ │ │ │ ├── _Image.md │ │ │ │ ├── _Stages.md │ │ │ │ └── _Train.md │ │ │ │ ├── deep_learning │ │ │ │ └── _ONNXModel.md │ │ │ │ ├── transformers_cognitive.md │ │ │ │ ├── transformers_core.md │ │ │ │ ├── transformers_deep_learning.md │ │ │ │ ├── transformers_opencv.md │ │ │ │ └── transformers_vw.md │ │ ├── Reference │ │ │ ├── Contributor Guide.md │ │ │ ├── Developer Setup.md │ │ │ ├── Docker Setup.md │ │ │ ├── Dotnet Setup.md │ │ │ ├── Quickstart - LightGBM in Dotnet.md │ │ │ └── R Setup.md │ │ └── Use with MLFlow │ │ │ ├── Autologging.md │ │ │ ├── Install.md │ │ │ └── Overview.md │ ├── version-1.0.7 │ │ ├── Deploy Models │ │ │ ├── Overview.md │ │ │ └── Quickstart - Deploying a Classifier.md │ │ ├── Explore Algorithms │ │ │ ├── AI Services │ │ │ │ ├── Advanced Usage - Async, Batching, and Multi-Key.md │ │ │ │ ├── Geospatial Services.md │ │ │ │ ├── Multivariate Anomaly Detection.md │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Analyze Celebrity Quotes.md │ │ │ │ ├── Quickstart - Analyze Text.md │ │ │ │ ├── Quickstart - Create Audiobooks.md │ │ │ │ ├── Quickstart - Create a Visual Search Engine.md │ │ │ │ ├── Quickstart - Document Question and Answering with PDFs.md │ │ │ │ ├── Quickstart - Flooding Risk.md │ │ │ │ └── Quickstart - Predictive Maintenance.md │ │ │ ├── Anomaly Detection │ │ │ │ └── Quickstart - Isolation Forests.md │ │ │ ├── Causal Inference │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Measure Causal Effects.md │ │ │ │ ├── Quickstart - Measure Heterogeneous Effects.md │ │ │ │ └── Quickstart - Synthetic difference in differences.md │ │ │ ├── Classification │ │ │ │ ├── Quickstart - SparkML vs SynapseML.md │ │ │ │ ├── Quickstart - Train Classifier.md │ │ │ │ ├── Quickstart - Vowpal Wabbit on Tabular Data.md │ │ │ │ └── Quickstart - Vowpal Wabbit on Text Data.md │ │ │ ├── Deep Learning │ │ │ │ ├── Distributed Training.md │ │ │ │ ├── Getting Started.md │ │ │ │ ├── ONNX.md │ │ │ │ ├── Quickstart - Fine-tune a Text Classifier.md │ │ │ │ ├── Quickstart - Fine-tune a Vision Classifier.md │ │ │ │ ├── Quickstart - ONNX Model Inference.md │ │ │ │ └── Quickstart - Transfer Learn for Image Classification.md │ │ │ ├── Hyperparameter Tuning │ │ │ │ ├── HyperOpt.md │ │ │ │ └── Quickstart - Random Search.md │ │ │ ├── LightGBM │ │ │ │ ├── Overview.md │ │ │ │ └── Quickstart - Classification, Ranking, and Regression.md │ │ │ ├── OpenAI │ │ │ │ ├── Langchain.md │ │ │ │ ├── OpenAI.md │ │ │ │ ├── Quickstart - Custom Embeddings and Approximate KNN on GPU.md │ │ │ │ ├── Quickstart - OpenAI Embedding and GPU based KNN.md │ │ │ │ ├── Quickstart - OpenAI Embedding.md │ │ │ │ └── Quickstart - Understand and Search Forms.md │ │ │ ├── OpenCV │ │ │ │ └── Image Transformations.md │ │ │ ├── Other Algorithms │ │ │ │ ├── Cyber ML.md │ │ │ │ ├── Quickstart - Anomalous Access Detection.md │ │ │ │ ├── Quickstart - Exploring Art Across Cultures.md │ │ │ │ └── Smart Adaptive Recommendations.md │ │ │ ├── Regression │ │ │ │ ├── Quickstart - Data Cleaning.md │ │ │ │ ├── Quickstart - Train Regressor.md │ │ │ │ └── Quickstart - Vowpal Wabbit and LightGBM.md │ │ │ ├── Responsible AI │ │ │ │ ├── Data Balance Analysis.md │ │ │ │ ├── Explanation Dashboard.md │ │ │ │ ├── Image Explainers.md │ │ │ │ ├── Interpreting Model Predictions.md │ │ │ │ ├── PDP and ICE Explainers.md │ │ │ │ ├── Quickstart - Data Balance Analysis.md │ │ │ │ ├── Quickstart - Snow Leopard Detection.md │ │ │ │ ├── Tabular Explainers.md │ │ │ │ └── Text Explainers.md │ │ │ └── Vowpal Wabbit │ │ │ │ ├── Contextual Bandits.md │ │ │ │ ├── Multi-class classification.md │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Classification using SparkML Vectors.md │ │ │ │ ├── Quickstart - Classification using VW-native Format.md │ │ │ │ └── Quickstart - Classification, Quantile Regression, and Regression.md │ │ ├── Get Started │ │ │ ├── Create a Spark Cluster.md │ │ │ ├── Install SynapseML.md │ │ │ ├── Quickstart - Your First Models.md │ │ │ └── Set up Cognitive Services.md │ │ ├── Overview.md │ │ ├── Quick Examples │ │ │ ├── estimators │ │ │ │ ├── _LightGBM.md │ │ │ │ ├── _VW.md │ │ │ │ ├── causal │ │ │ │ │ └── _causalInferenceDML.md │ │ │ │ ├── cognitive │ │ │ │ │ └── _MAD.md │ │ │ │ ├── core │ │ │ │ │ ├── _AutoML.md │ │ │ │ │ ├── _Featurize.md │ │ │ │ │ ├── _IsolationForest.md │ │ │ │ │ ├── _NN.md │ │ │ │ │ ├── _Recommendation.md │ │ │ │ │ ├── _Stages.md │ │ │ │ │ └── _Train.md │ │ │ │ ├── estimators_causal.md │ │ │ │ ├── estimators_cognitive.md │ │ │ │ ├── estimators_core.md │ │ │ │ ├── estimators_lightgbm.md │ │ │ │ └── estimators_vw.md │ │ │ └── transformers │ │ │ │ ├── _OpenCV.md │ │ │ │ ├── _VW.md │ │ │ │ ├── cognitive │ │ │ │ ├── _AnomalyDetection.md │ │ │ │ ├── _AzureSearch.md │ │ │ │ ├── _BingImageSearch.md │ │ │ │ ├── _ComputerVision.md │ │ │ │ ├── _Face.md │ │ │ │ ├── _FormRecognizer.md │ │ │ │ ├── _SpeechToText.md │ │ │ │ ├── _TextAnalytics.md │ │ │ │ └── _Translator.md │ │ │ │ ├── core │ │ │ │ ├── _Explainers.md │ │ │ │ ├── _Featurize.md │ │ │ │ ├── _IO.md │ │ │ │ ├── _Image.md │ │ │ │ ├── _Stages.md │ │ │ │ └── _Train.md │ │ │ │ ├── deep_learning │ │ │ │ └── _ONNXModel.md │ │ │ │ ├── transformers_cognitive.md │ │ │ │ ├── transformers_core.md │ │ │ │ ├── transformers_deep_learning.md │ │ │ │ ├── transformers_opencv.md │ │ │ │ └── transformers_vw.md │ │ ├── Reference │ │ │ ├── Contributor Guide.md │ │ │ ├── Developer Setup.md │ │ │ ├── Docker Setup.md │ │ │ ├── Dotnet Setup.md │ │ │ ├── Quickstart - LightGBM in Dotnet.md │ │ │ └── R Setup.md │ │ └── Use with MLFlow │ │ │ ├── Autologging.md │ │ │ ├── Install.md │ │ │ └── Overview.md │ ├── version-1.0.8 │ │ ├── Deploy Models │ │ │ ├── Overview.md │ │ │ └── Quickstart - Deploying a Classifier.md │ │ ├── Explore Algorithms │ │ │ ├── AI Services │ │ │ │ ├── Advanced Usage - Async, Batching, and Multi-Key.md │ │ │ │ ├── Geospatial Services.md │ │ │ │ ├── Multivariate Anomaly Detection.md │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Analyze Celebrity Quotes.md │ │ │ │ ├── Quickstart - Analyze Text.md │ │ │ │ ├── Quickstart - Create Audiobooks.md │ │ │ │ ├── Quickstart - Create a Visual Search Engine.md │ │ │ │ ├── Quickstart - Document Question and Answering with PDFs.md │ │ │ │ ├── Quickstart - Flooding Risk.md │ │ │ │ └── Quickstart - Predictive Maintenance.md │ │ │ ├── Anomaly Detection │ │ │ │ └── Quickstart - Isolation Forests.md │ │ │ ├── Causal Inference │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Measure Causal Effects.md │ │ │ │ ├── Quickstart - Measure Heterogeneous Effects.md │ │ │ │ └── Quickstart - Synthetic difference in differences.md │ │ │ ├── Classification │ │ │ │ ├── Quickstart - SparkML vs SynapseML.md │ │ │ │ ├── Quickstart - Train Classifier.md │ │ │ │ ├── Quickstart - Vowpal Wabbit on Tabular Data.md │ │ │ │ └── Quickstart - Vowpal Wabbit on Text Data.md │ │ │ ├── Deep Learning │ │ │ │ ├── Distributed Training.md │ │ │ │ ├── Getting Started.md │ │ │ │ ├── ONNX.md │ │ │ │ ├── Quickstart - Fine-tune a Text Classifier.md │ │ │ │ ├── Quickstart - Fine-tune a Vision Classifier.md │ │ │ │ ├── Quickstart - ONNX Model Inference.md │ │ │ │ └── Quickstart - Transfer Learn for Image Classification.md │ │ │ ├── Hyperparameter Tuning │ │ │ │ ├── HyperOpt.md │ │ │ │ └── Quickstart - Random Search.md │ │ │ ├── LightGBM │ │ │ │ ├── Overview.md │ │ │ │ └── Quickstart - Classification, Ranking, and Regression.md │ │ │ ├── OpenAI │ │ │ │ ├── Langchain.md │ │ │ │ ├── OpenAI.md │ │ │ │ ├── Quickstart - Custom Embeddings and Approximate KNN on GPU.md │ │ │ │ ├── Quickstart - OpenAI Embedding and GPU based KNN.md │ │ │ │ ├── Quickstart - OpenAI Embedding.md │ │ │ │ └── Quickstart - Understand and Search Forms.md │ │ │ ├── OpenCV │ │ │ │ └── Image Transformations.md │ │ │ ├── Other Algorithms │ │ │ │ ├── Cyber ML.md │ │ │ │ ├── Quickstart - Anomalous Access Detection.md │ │ │ │ ├── Quickstart - Exploring Art Across Cultures.md │ │ │ │ └── Smart Adaptive Recommendations.md │ │ │ ├── Regression │ │ │ │ ├── Quickstart - Data Cleaning.md │ │ │ │ ├── Quickstart - Train Regressor.md │ │ │ │ └── Quickstart - Vowpal Wabbit and LightGBM.md │ │ │ ├── Responsible AI │ │ │ │ ├── Data Balance Analysis.md │ │ │ │ ├── Explanation Dashboard.md │ │ │ │ ├── Image Explainers.md │ │ │ │ ├── Interpreting Model Predictions.md │ │ │ │ ├── PDP and ICE Explainers.md │ │ │ │ ├── Quickstart - Data Balance Analysis.md │ │ │ │ ├── Quickstart - Snow Leopard Detection.md │ │ │ │ ├── Tabular Explainers.md │ │ │ │ └── Text Explainers.md │ │ │ └── Vowpal Wabbit │ │ │ │ ├── Contextual Bandits.md │ │ │ │ ├── Multi-class classification.md │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Classification using SparkML Vectors.md │ │ │ │ ├── Quickstart - Classification using VW-native Format.md │ │ │ │ └── Quickstart - Classification, Quantile Regression, and Regression.md │ │ ├── Get Started │ │ │ ├── Create a Spark Cluster.md │ │ │ ├── Install SynapseML.md │ │ │ ├── Quickstart - Your First Models.md │ │ │ └── Set up Cognitive Services.md │ │ ├── Overview.md │ │ ├── Quick Examples │ │ │ ├── estimators │ │ │ │ ├── _LightGBM.md │ │ │ │ ├── _VW.md │ │ │ │ ├── causal │ │ │ │ │ └── _causalInferenceDML.md │ │ │ │ ├── cognitive │ │ │ │ │ └── _MAD.md │ │ │ │ ├── core │ │ │ │ │ ├── _AutoML.md │ │ │ │ │ ├── _Featurize.md │ │ │ │ │ ├── _IsolationForest.md │ │ │ │ │ ├── _NN.md │ │ │ │ │ ├── _Recommendation.md │ │ │ │ │ ├── _Stages.md │ │ │ │ │ └── _Train.md │ │ │ │ ├── estimators_causal.md │ │ │ │ ├── estimators_cognitive.md │ │ │ │ ├── estimators_core.md │ │ │ │ ├── estimators_lightgbm.md │ │ │ │ └── estimators_vw.md │ │ │ └── transformers │ │ │ │ ├── _OpenCV.md │ │ │ │ ├── _VW.md │ │ │ │ ├── cognitive │ │ │ │ ├── _AnomalyDetection.md │ │ │ │ ├── _AzureSearch.md │ │ │ │ ├── _BingImageSearch.md │ │ │ │ ├── _ComputerVision.md │ │ │ │ ├── _Face.md │ │ │ │ ├── _FormRecognizer.md │ │ │ │ ├── _SpeechToText.md │ │ │ │ ├── _TextAnalytics.md │ │ │ │ └── _Translator.md │ │ │ │ ├── core │ │ │ │ ├── _Explainers.md │ │ │ │ ├── _Featurize.md │ │ │ │ ├── _IO.md │ │ │ │ ├── _Image.md │ │ │ │ ├── _Stages.md │ │ │ │ └── _Train.md │ │ │ │ ├── deep_learning │ │ │ │ └── _ONNXModel.md │ │ │ │ ├── transformers_cognitive.md │ │ │ │ ├── transformers_core.md │ │ │ │ ├── transformers_deep_learning.md │ │ │ │ ├── transformers_opencv.md │ │ │ │ └── transformers_vw.md │ │ ├── Reference │ │ │ ├── Contributor Guide.md │ │ │ ├── Developer Setup.md │ │ │ ├── Docker Setup.md │ │ │ ├── Dotnet Setup.md │ │ │ ├── Quickstart - LightGBM in Dotnet.md │ │ │ └── R Setup.md │ │ └── Use with MLFlow │ │ │ ├── Autologging.md │ │ │ ├── Install.md │ │ │ └── Overview.md │ ├── version-1.0.9 │ │ ├── Deploy Models │ │ │ ├── Overview.md │ │ │ └── Quickstart - Deploying a Classifier.md │ │ ├── Explore Algorithms │ │ │ ├── AI Services │ │ │ │ ├── Advanced Usage - Async, Batching, and Multi-Key.md │ │ │ │ ├── Geospatial Services.md │ │ │ │ ├── Multivariate Anomaly Detection.md │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Analyze Celebrity Quotes.md │ │ │ │ ├── Quickstart - Analyze Text.md │ │ │ │ ├── Quickstart - Create Audiobooks.md │ │ │ │ ├── Quickstart - Create a Visual Search Engine.md │ │ │ │ ├── Quickstart - Document Question and Answering with PDFs.md │ │ │ │ ├── Quickstart - Flooding Risk.md │ │ │ │ └── Quickstart - Predictive Maintenance.md │ │ │ ├── Anomaly Detection │ │ │ │ └── Quickstart - Isolation Forests.md │ │ │ ├── Causal Inference │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Measure Causal Effects.md │ │ │ │ ├── Quickstart - Measure Heterogeneous Effects.md │ │ │ │ └── Quickstart - Synthetic difference in differences.md │ │ │ ├── Classification │ │ │ │ ├── Quickstart - SparkML vs SynapseML.md │ │ │ │ ├── Quickstart - Train Classifier.md │ │ │ │ ├── Quickstart - Vowpal Wabbit on Tabular Data.md │ │ │ │ └── Quickstart - Vowpal Wabbit on Text Data.md │ │ │ ├── Deep Learning │ │ │ │ ├── Distributed Training.md │ │ │ │ ├── Getting Started.md │ │ │ │ ├── ONNX.md │ │ │ │ ├── Quickstart - Fine-tune a Text Classifier.md │ │ │ │ ├── Quickstart - Fine-tune a Vision Classifier.md │ │ │ │ ├── Quickstart - ONNX Model Inference.md │ │ │ │ └── Quickstart - Transfer Learn for Image Classification.md │ │ │ ├── Hyperparameter Tuning │ │ │ │ ├── HyperOpt.md │ │ │ │ └── Quickstart - Random Search.md │ │ │ ├── LightGBM │ │ │ │ ├── Overview.md │ │ │ │ └── Quickstart - Classification, Ranking, and Regression.md │ │ │ ├── OpenAI │ │ │ │ ├── Langchain.md │ │ │ │ ├── OpenAI.md │ │ │ │ ├── Quickstart - Custom Embeddings and Approximate KNN on GPU.md │ │ │ │ ├── Quickstart - OpenAI Embedding and GPU based KNN.md │ │ │ │ ├── Quickstart - OpenAI Embedding.md │ │ │ │ └── Quickstart - Understand and Search Forms.md │ │ │ ├── OpenCV │ │ │ │ └── Image Transformations.md │ │ │ ├── Other Algorithms │ │ │ │ ├── Cyber ML.md │ │ │ │ ├── Quickstart - Anomalous Access Detection.md │ │ │ │ ├── Quickstart - Exploring Art Across Cultures.md │ │ │ │ └── Smart Adaptive Recommendations.md │ │ │ ├── Regression │ │ │ │ ├── Quickstart - Data Cleaning.md │ │ │ │ ├── Quickstart - Train Regressor.md │ │ │ │ └── Quickstart - Vowpal Wabbit and LightGBM.md │ │ │ ├── Responsible AI │ │ │ │ ├── Data Balance Analysis.md │ │ │ │ ├── Explanation Dashboard.md │ │ │ │ ├── Image Explainers.md │ │ │ │ ├── Interpreting Model Predictions.md │ │ │ │ ├── PDP and ICE Explainers.md │ │ │ │ ├── Quickstart - Data Balance Analysis.md │ │ │ │ ├── Quickstart - Snow Leopard Detection.md │ │ │ │ ├── Tabular Explainers.md │ │ │ │ └── Text Explainers.md │ │ │ └── Vowpal Wabbit │ │ │ │ ├── Contextual Bandits.md │ │ │ │ ├── Multi-class classification.md │ │ │ │ ├── Overview.md │ │ │ │ ├── Quickstart - Classification using SparkML Vectors.md │ │ │ │ ├── Quickstart - Classification using VW-native Format.md │ │ │ │ └── Quickstart - Classification, Quantile Regression, and Regression.md │ │ ├── Get Started │ │ │ ├── Create a Spark Cluster.md │ │ │ ├── Install SynapseML.md │ │ │ ├── Quickstart - Your First Models.md │ │ │ └── Set up Cognitive Services.md │ │ ├── Overview.md │ │ ├── Quick Examples │ │ │ ├── estimators │ │ │ │ ├── _LightGBM.md │ │ │ │ ├── _VW.md │ │ │ │ ├── causal │ │ │ │ │ └── _causalInferenceDML.md │ │ │ │ ├── cognitive │ │ │ │ │ └── _MAD.md │ │ │ │ ├── core │ │ │ │ │ ├── _AutoML.md │ │ │ │ │ ├── _Featurize.md │ │ │ │ │ ├── _IsolationForest.md │ │ │ │ │ ├── _NN.md │ │ │ │ │ ├── _Recommendation.md │ │ │ │ │ ├── _Stages.md │ │ │ │ │ └── _Train.md │ │ │ │ ├── estimators_causal.md │ │ │ │ ├── estimators_cognitive.md │ │ │ │ ├── estimators_core.md │ │ │ │ ├── estimators_lightgbm.md │ │ │ │ └── estimators_vw.md │ │ │ └── transformers │ │ │ │ ├── _OpenCV.md │ │ │ │ ├── _VW.md │ │ │ │ ├── cognitive │ │ │ │ ├── _AnomalyDetection.md │ │ │ │ ├── _AzureSearch.md │ │ │ │ ├── _BingImageSearch.md │ │ │ │ ├── _ComputerVision.md │ │ │ │ ├── _Face.md │ │ │ │ ├── _FormRecognizer.md │ │ │ │ ├── _SpeechToText.md │ │ │ │ ├── _TextAnalytics.md │ │ │ │ └── _Translator.md │ │ │ │ ├── core │ │ │ │ ├── _Explainers.md │ │ │ │ ├── _Featurize.md │ │ │ │ ├── _IO.md │ │ │ │ ├── _Image.md │ │ │ │ ├── _Stages.md │ │ │ │ └── _Train.md │ │ │ │ ├── deep_learning │ │ │ │ └── _ONNXModel.md │ │ │ │ ├── transformers_cognitive.md │ │ │ │ ├── transformers_core.md │ │ │ │ ├── transformers_deep_learning.md │ │ │ │ ├── transformers_opencv.md │ │ │ │ └── transformers_vw.md │ │ ├── Reference │ │ │ ├── Contributor Guide.md │ │ │ ├── Developer Setup.md │ │ │ ├── Docker Setup.md │ │ │ ├── Dotnet Setup.md │ │ │ ├── Quickstart - LightGBM in Dotnet.md │ │ │ └── R Setup.md │ │ └── Use with MLFlow │ │ │ ├── Autologging.md │ │ │ ├── Install.md │ │ │ └── Overview.md │ └── version-1.1.0 │ │ ├── Deploy Models │ │ ├── Overview.md │ │ └── Quickstart - Deploying a Classifier.md │ │ ├── Explore Algorithms │ │ ├── AI Services │ │ │ ├── Advanced Usage - Async, Batching, and Multi-Key.md │ │ │ ├── Geospatial Services.md │ │ │ ├── Multivariate Anomaly Detection.md │ │ │ ├── Overview.md │ │ │ ├── Quickstart - Analyze Celebrity Quotes.md │ │ │ ├── Quickstart - Analyze Text.md │ │ │ ├── Quickstart - Create Audiobooks.md │ │ │ ├── Quickstart - Create a Visual Search Engine.md │ │ │ ├── Quickstart - Document Question and Answering with PDFs.md │ │ │ ├── Quickstart - Flooding Risk.md │ │ │ └── Quickstart - Predictive Maintenance.md │ │ ├── Anomaly Detection │ │ │ └── Quickstart - Isolation Forests.md │ │ ├── Causal Inference │ │ │ ├── Overview.md │ │ │ ├── Quickstart - Measure Causal Effects.md │ │ │ ├── Quickstart - Measure Heterogeneous Effects.md │ │ │ └── Quickstart - Synthetic difference in differences.md │ │ ├── Classification │ │ │ ├── Quickstart - SparkML vs SynapseML.md │ │ │ ├── Quickstart - Train Classifier.md │ │ │ ├── Quickstart - Vowpal Wabbit on Tabular Data.md │ │ │ └── Quickstart - Vowpal Wabbit on Text Data.md │ │ ├── Deep Learning │ │ │ ├── Distributed Training.md │ │ │ ├── Getting Started.md │ │ │ ├── ONNX.md │ │ │ ├── Quickstart - Apply Phi Model with HuggingFace CausalLM.md │ │ │ ├── Quickstart - Chat Completion with Azure AI Foundry Model.md │ │ │ ├── Quickstart - Fine-tune a Text Classifier.md │ │ │ ├── Quickstart - Fine-tune a Vision Classifier.md │ │ │ ├── Quickstart - ONNX Model Inference.md │ │ │ └── Quickstart - Transfer Learn for Image Classification.md │ │ ├── Hyperparameter Tuning │ │ │ ├── HyperOpt.md │ │ │ └── Quickstart - Random Search.md │ │ ├── LightGBM │ │ │ ├── Overview.md │ │ │ └── Quickstart - Classification, Ranking, and Regression.md │ │ ├── OpenAI │ │ │ ├── Langchain.md │ │ │ ├── OpenAI.md │ │ │ ├── Quickstart - Custom Embeddings and Approximate KNN on GPU.md │ │ │ ├── Quickstart - Multimodal OpenAI Prompter with Responses API.md │ │ │ ├── Quickstart - OpenAI Embedding and GPU based KNN.md │ │ │ ├── Quickstart - OpenAI Embedding.md │ │ │ └── Quickstart - Understand and Search Forms.md │ │ ├── OpenCV │ │ │ └── Image Transformations.md │ │ ├── Other Algorithms │ │ │ ├── Cyber ML.md │ │ │ ├── Quickstart - Anomalous Access Detection.md │ │ │ ├── Quickstart - Exploring Art Across Cultures.md │ │ │ └── Smart Adaptive Recommendations.md │ │ ├── Regression │ │ │ ├── Quickstart - Data Cleaning.md │ │ │ ├── Quickstart - Train Regressor.md │ │ │ └── Quickstart - Vowpal Wabbit and LightGBM.md │ │ ├── Responsible AI │ │ │ ├── Data Balance Analysis.md │ │ │ ├── Explanation Dashboard.md │ │ │ ├── Image Explainers.md │ │ │ ├── Interpreting Model Predictions.md │ │ │ ├── PDP and ICE Explainers.md │ │ │ ├── Quickstart - Data Balance Analysis.md │ │ │ ├── Quickstart - Snow Leopard Detection.md │ │ │ ├── Tabular Explainers.md │ │ │ └── Text Explainers.md │ │ └── Vowpal Wabbit │ │ │ ├── Contextual Bandits.md │ │ │ ├── Multi-class classification.md │ │ │ ├── Overview.md │ │ │ ├── Quickstart - Classification using SparkML Vectors.md │ │ │ ├── Quickstart - Classification using VW-native Format.md │ │ │ └── Quickstart - Classification, Quantile Regression, and Regression.md │ │ ├── Get Started │ │ ├── Create a Spark Cluster.md │ │ ├── Install SynapseML.md │ │ ├── Quickstart - Your First Models.md │ │ └── Set up Cognitive Services.md │ │ ├── Overview.md │ │ ├── Quick Examples │ │ ├── estimators │ │ │ ├── _LightGBM.md │ │ │ ├── _VW.md │ │ │ ├── causal │ │ │ │ └── _causalInferenceDML.md │ │ │ ├── cognitive │ │ │ │ └── _MAD.md │ │ │ ├── core │ │ │ │ ├── _AutoML.md │ │ │ │ ├── _Featurize.md │ │ │ │ ├── _IsolationForest.md │ │ │ │ ├── _NN.md │ │ │ │ ├── _Recommendation.md │ │ │ │ ├── _Stages.md │ │ │ │ └── _Train.md │ │ │ ├── estimators_causal.md │ │ │ ├── estimators_cognitive.md │ │ │ ├── estimators_core.md │ │ │ ├── estimators_lightgbm.md │ │ │ └── estimators_vw.md │ │ └── transformers │ │ │ ├── _OpenCV.md │ │ │ ├── _VW.md │ │ │ ├── cognitive │ │ │ ├── _AnomalyDetection.md │ │ │ ├── _AzureSearch.md │ │ │ ├── _BingImageSearch.md │ │ │ ├── _ComputerVision.md │ │ │ ├── _Face.md │ │ │ ├── _FormRecognizer.md │ │ │ ├── _SpeechToText.md │ │ │ ├── _TextAnalytics.md │ │ │ └── _Translator.md │ │ │ ├── core │ │ │ ├── _Explainers.md │ │ │ ├── _Featurize.md │ │ │ ├── _IO.md │ │ │ ├── _Image.md │ │ │ ├── _Stages.md │ │ │ └── _Train.md │ │ │ ├── deep_learning │ │ │ └── _ONNXModel.md │ │ │ ├── transformers_cognitive.md │ │ │ ├── transformers_core.md │ │ │ ├── transformers_deep_learning.md │ │ │ ├── transformers_opencv.md │ │ │ └── transformers_vw.md │ │ ├── Reference │ │ ├── Contributor Guide.md │ │ ├── Developer Setup.md │ │ ├── Docker Setup.md │ │ ├── Dotnet Setup.md │ │ ├── Quickstart - LightGBM in Dotnet.md │ │ └── R Setup.md │ │ └── Use with MLFlow │ │ ├── Autologging.md │ │ ├── Install.md │ │ └── Overview.md ├── versioned_sidebars │ ├── version-0.11.3-sidebars.json │ ├── version-0.11.4-sidebars.json │ ├── version-1.0.1-sidebars.json │ ├── version-1.0.10-sidebars.json │ ├── version-1.0.12-sidebars.json │ ├── version-1.0.13-sidebars.json │ ├── version-1.0.14-sidebars.json │ ├── version-1.0.15-sidebars.json │ ├── version-1.0.2-sidebars.json │ ├── version-1.0.3-sidebars.json │ ├── version-1.0.4-sidebars.json │ ├── version-1.0.5-sidebars.json │ ├── version-1.0.6-sidebars.json │ ├── version-1.0.7-sidebars.json │ ├── version-1.0.8-sidebars.json │ ├── version-1.0.9-sidebars.json │ ├── version-1.1.0-sidebars.json │ └── version-v1.0.11-sidebars.json ├── versions.json └── yarn.lock └── yarn.lock /.acrolinx-config.edn: -------------------------------------------------------------------------------- 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