synapse.ml package

Subpackages

• synapse.ml.automl package
  • Submodules
  • synapse.ml.automl.BestModel module
  • synapse.ml.automl.FindBestModel module
  • synapse.ml.automl.HyperparamBuilder module
  • synapse.ml.automl.TuneHyperparameters module
  • synapse.ml.automl.TuneHyperparametersModel module
  • Module contents
• synapse.ml.causal package
  • Submodules
  • synapse.ml.causal.DiffInDiffEstimator module
  • synapse.ml.causal.DiffInDiffModel module
  • synapse.ml.causal.DoubleMLEstimator module
  • synapse.ml.causal.DoubleMLModel module
  • synapse.ml.causal.OrthoForestDMLEstimator module
  • synapse.ml.causal.OrthoForestDMLModel module
  • synapse.ml.causal.OrthoForestVariableTransformer module
  • synapse.ml.causal.ResidualTransformer module
  • synapse.ml.causal.SyntheticControlEstimator module
  • synapse.ml.causal.SyntheticDiffInDiffEstimator module
  • Module contents
• synapse.ml.cntk package
  • Submodules
  • synapse.ml.cntk.CNTKModel module
  • Module contents
• synapse.ml.cognitive package
  • Submodules
  • synapse.ml.cognitive.anomaly module
  • synapse.ml.cognitive.bing module
  • synapse.ml.cognitive.face module
  • synapse.ml.cognitive.form module
  • synapse.ml.cognitive.geospatial module
  • synapse.ml.cognitive.langchain module
  • synapse.ml.cognitive.language module
  • synapse.ml.cognitive.openai module
  • synapse.ml.cognitive.search module
  • synapse.ml.cognitive.speech module
  • synapse.ml.cognitive.text module
  • synapse.ml.cognitive.translate module
  • synapse.ml.cognitive.vision module
  • Module contents
• synapse.ml.core package
  • Subpackages
    • synapse.ml.core.logging package
      • Submodules
      • synapse.ml.core.logging.SynapseMLLogger module
      • Module contents
    • synapse.ml.core.platform package
      • Submodules
      • synapse.ml.core.platform.Platform module
      • Module contents
    • synapse.ml.core.schema package
      • Submodules
      • synapse.ml.core.schema.TypeConversionUtils module
      • synapse.ml.core.schema.Utils module
      • Module contents
    • synapse.ml.core.serialize package
      • Submodules
      • synapse.ml.core.serialize.java_params_patch module
      • Module contents
    • synapse.ml.core.spark package
      • Submodules
      • synapse.ml.core.spark.FluentAPI module
      • synapse.ml.core.spark.functions module
      • Module contents
  • Submodules
  • synapse.ml.core.init_spark module
  • Module contents
• synapse.ml.cyber package
  • Subpackages
    • synapse.ml.cyber.anomaly package
      • Submodules
      • synapse.ml.cyber.anomaly.collaborative_filtering module
      • synapse.ml.cyber.anomaly.complement_access module
      • Module contents
    • synapse.ml.cyber.feature package
      • Submodules
      • synapse.ml.cyber.feature.indexers module
      • synapse.ml.cyber.feature.scalers module
      • Module contents
    • synapse.ml.cyber.utils package
      • Submodules
      • synapse.ml.cyber.utils.spark_utils module
      • Module contents
  • Submodules
  • synapse.ml.cyber.dataset module
  • Module contents
• synapse.ml.dl package
  • Submodules
  • synapse.ml.dl.DeepTextClassifier module
  • synapse.ml.dl.DeepTextModel module
  • synapse.ml.dl.DeepVisionClassifier module
  • synapse.ml.dl.DeepVisionModel module
  • synapse.ml.dl.LitDeepTextModel module
  • synapse.ml.dl.LitDeepVisionModel module
  • synapse.ml.dl.PredictionParams module
  • synapse.ml.dl.utils module
  • Module contents
• synapse.ml.downloader package
  • Submodules
  • synapse.ml.downloader.ModelDownloader module
  • Module contents
• synapse.ml.explainers package
  • Submodules
  • synapse.ml.explainers.ICETransformer module
  • synapse.ml.explainers.ImageLIME module
  • synapse.ml.explainers.ImageSHAP module
  • synapse.ml.explainers.TabularLIME module
  • synapse.ml.explainers.TabularSHAP module
  • synapse.ml.explainers.TextLIME module
  • synapse.ml.explainers.TextSHAP module
  • synapse.ml.explainers.VectorLIME module
  • synapse.ml.explainers.VectorSHAP module
  • Module contents
• synapse.ml.exploratory package
  • Submodules
  • synapse.ml.exploratory.AggregateBalanceMeasure module
  • synapse.ml.exploratory.DistributionBalanceMeasure module
  • synapse.ml.exploratory.FeatureBalanceMeasure module
  • Module contents
• synapse.ml.featurize package
  • Subpackages
    • synapse.ml.featurize.text package
      • Submodules
      • synapse.ml.featurize.text.MultiNGram module
      • synapse.ml.featurize.text.PageSplitter module
      • synapse.ml.featurize.text.TextFeaturizer module
      • Module contents
  • Submodules
  • synapse.ml.featurize.CleanMissingData module
  • synapse.ml.featurize.CleanMissingDataModel module
  • synapse.ml.featurize.CountSelector module
  • synapse.ml.featurize.CountSelectorModel module
  • synapse.ml.featurize.DataConversion module
  • synapse.ml.featurize.Featurize module
  • synapse.ml.featurize.IndexToValue module
  • synapse.ml.featurize.ValueIndexer module
  • synapse.ml.featurize.ValueIndexerModel module
  • Module contents
• synapse.ml.hf package
  • Submodules
  • synapse.ml.hf.HuggingFaceSentenceEmbedder module
  • Module contents
• synapse.ml.image package
  • Submodules
  • synapse.ml.image.SuperpixelTransformer module
  • synapse.ml.image.UnrollBinaryImage module
  • synapse.ml.image.UnrollImage module
  • Module contents
• synapse.ml.io package
  • Subpackages
    • synapse.ml.io.binary package
      • Submodules
      • synapse.ml.io.binary.BinaryFileReader module
      • Module contents
    • synapse.ml.io.http package
      • Submodules
      • synapse.ml.io.http.CustomInputParser module
      • synapse.ml.io.http.CustomOutputParser module
      • synapse.ml.io.http.HTTPFunctions module
      • synapse.ml.io.http.HTTPTransformer module
      • synapse.ml.io.http.JSONInputParser module
      • synapse.ml.io.http.JSONOutputParser module
      • synapse.ml.io.http.ServingFunctions module
      • synapse.ml.io.http.SimpleHTTPTransformer module
      • synapse.ml.io.http.StringOutputParser module
      • Module contents
    • synapse.ml.io.image package
      • Submodules
      • synapse.ml.io.image.ImageUtils module
      • Module contents
    • synapse.ml.io.powerbi package
      • Submodules
      • synapse.ml.io.powerbi.PowerBIWriter module
      • Module contents
  • Submodules
  • synapse.ml.io.IOImplicits module
  • Module contents
• synapse.ml.isolationforest package
  • Submodules
  • synapse.ml.isolationforest.IsolationForest module
  • synapse.ml.isolationforest.IsolationForestModel module
  • Module contents
• synapse.ml.lightgbm package
  • Submodules
  • synapse.ml.lightgbm.LightGBMClassificationModel module
  • synapse.ml.lightgbm.LightGBMClassifier module
  • synapse.ml.lightgbm.LightGBMRanker module
  • synapse.ml.lightgbm.LightGBMRankerModel module
  • synapse.ml.lightgbm.LightGBMRegressionModel module
  • synapse.ml.lightgbm.LightGBMRegressor module
  • synapse.ml.lightgbm.mixin module
  • Module contents
• synapse.ml.nn package
  • Submodules
  • synapse.ml.nn.ConditionalBallTree module
  • synapse.ml.nn.ConditionalKNN module
  • synapse.ml.nn.ConditionalKNNModel module
  • synapse.ml.nn.KNN module
  • synapse.ml.nn.KNNModel module
  • Module contents
• synapse.ml.onnx package
  • Submodules
  • synapse.ml.onnx.ImageFeaturizer module
  • synapse.ml.onnx.ONNXModel module
  • Module contents
• synapse.ml.opencv package
  • Submodules
  • synapse.ml.opencv.ImageSetAugmenter module
  • synapse.ml.opencv.ImageTransformer module
  • Module contents
• synapse.ml.plot package
  • Submodules
  • synapse.ml.plot.plot module
  • Module contents
• synapse.ml.policyeval package
  • Submodules
  • synapse.ml.policyeval.PolicyEvalUtil module
  • Module contents
• synapse.ml.recommendation package
  • Submodules
  • synapse.ml.recommendation.RankingAdapter module
  • synapse.ml.recommendation.RankingAdapterModel module
  • synapse.ml.recommendation.RankingEvaluator module
  • synapse.ml.recommendation.RankingTrainValidationSplit module
  • synapse.ml.recommendation.RankingTrainValidationSplitModel module
  • synapse.ml.recommendation.RecommendationIndexer module
  • synapse.ml.recommendation.RecommendationIndexerModel module
  • synapse.ml.recommendation.SAR module
  • synapse.ml.recommendation.SARModel module
  • Module contents
• synapse.ml.services package
  • Subpackages
    • synapse.ml.services.anomaly package
      • Submodules
      • synapse.ml.services.anomaly.DetectAnomalies module
      • synapse.ml.services.anomaly.DetectLastAnomaly module
      • synapse.ml.services.anomaly.DetectLastMultivariateAnomaly module
      • synapse.ml.services.anomaly.SimpleDetectAnomalies module
      • synapse.ml.services.anomaly.SimpleDetectMultivariateAnomaly module
      • synapse.ml.services.anomaly.SimpleFitMultivariateAnomaly module
      • Module contents
    • synapse.ml.services.bing package
      • Submodules
      • synapse.ml.services.bing.BingImageSearch module
      • Module contents
    • synapse.ml.services.face package
      • Submodules
      • synapse.ml.services.face.DetectFace module
      • synapse.ml.services.face.FindSimilarFace module
      • synapse.ml.services.face.GroupFaces module
      • synapse.ml.services.face.IdentifyFaces module
      • synapse.ml.services.face.VerifyFaces module
      • Module contents
    • synapse.ml.services.form package
      • Submodules
      • synapse.ml.services.form.AnalyzeBusinessCards module
      • synapse.ml.services.form.AnalyzeCustomModel module
      • synapse.ml.services.form.AnalyzeDocument module
      • synapse.ml.services.form.AnalyzeIDDocuments module
      • synapse.ml.services.form.AnalyzeInvoices module
      • synapse.ml.services.form.AnalyzeLayout module
      • synapse.ml.services.form.AnalyzeReceipts module
      • synapse.ml.services.form.FormOntologyLearner module
      • synapse.ml.services.form.FormOntologyTransformer module
      • synapse.ml.services.form.GetCustomModel module
      • synapse.ml.services.form.ListCustomModels module
      • Module contents
    • synapse.ml.services.geospatial package
      • Submodules
      • synapse.ml.services.geospatial.AddressGeocoder module
      • synapse.ml.services.geospatial.CheckPointInPolygon module
      • synapse.ml.services.geospatial.ReverseAddressGeocoder module
      • Module contents
    • synapse.ml.services.langchain package
      • Submodules
      • synapse.ml.services.langchain.LangchainTransform module
      • Module contents
    • synapse.ml.services.language package
      • Submodules
      • synapse.ml.services.language.AnalyzeText module
      • Module contents
    • synapse.ml.services.openai package
      • Submodules
      • synapse.ml.services.openai.OpenAIChatCompletion module
      • synapse.ml.services.openai.OpenAICompletion module
      • synapse.ml.services.openai.OpenAIEmbedding module
      • synapse.ml.services.openai.OpenAIPrompt module
      • Module contents
    • synapse.ml.services.search package
      • Submodules
      • synapse.ml.services.search.AddDocuments module
      • synapse.ml.services.search.AzureSearchWriter module
      • Module contents
    • synapse.ml.services.speech package
      • Submodules
      • synapse.ml.services.speech.ConversationTranscription module
      • synapse.ml.services.speech.SpeakerEmotionInference module
      • synapse.ml.services.speech.SpeechToText module
      • synapse.ml.services.speech.SpeechToTextSDK module
      • synapse.ml.services.speech.TextToSpeech module
      • Module contents
    • synapse.ml.services.text package
      • Submodules
      • synapse.ml.services.text.AnalyzeHealthText module
      • synapse.ml.services.text.EntityDetector module
      • synapse.ml.services.text.KeyPhraseExtractor module
      • synapse.ml.services.text.LanguageDetector module
      • synapse.ml.services.text.NER module
      • synapse.ml.services.text.PII module
      • synapse.ml.services.text.TextAnalyze module
      • synapse.ml.services.text.TextSentiment module
      • Module contents
    • synapse.ml.services.translate package
      • Submodules
      • synapse.ml.services.translate.BreakSentence module
      • synapse.ml.services.translate.Detect module
      • synapse.ml.services.translate.DictionaryExamples module
      • synapse.ml.services.translate.DictionaryLookup module
      • synapse.ml.services.translate.DocumentTranslator module
      • synapse.ml.services.translate.Translate module
      • synapse.ml.services.translate.Transliterate module
      • Module contents
    • synapse.ml.services.vision package
      • Submodules
      • synapse.ml.services.vision.AnalyzeImage module
      • synapse.ml.services.vision.DescribeImage module
      • synapse.ml.services.vision.GenerateThumbnails module
      • synapse.ml.services.vision.OCR module
      • synapse.ml.services.vision.ReadImage module
      • synapse.ml.services.vision.RecognizeDomainSpecificContent module
      • synapse.ml.services.vision.RecognizeText module
      • synapse.ml.services.vision.TagImage module
      • Module contents
  • Module contents
• synapse.ml.stages package
  • Submodules
  • synapse.ml.stages.Cacher module
  • synapse.ml.stages.ClassBalancer module
  • synapse.ml.stages.ClassBalancerModel module
  • synapse.ml.stages.DropColumns module
  • synapse.ml.stages.DynamicMiniBatchTransformer module
  • synapse.ml.stages.EnsembleByKey module
  • synapse.ml.stages.Explode module
  • synapse.ml.stages.FixedMiniBatchTransformer module
  • synapse.ml.stages.FlattenBatch module
  • synapse.ml.stages.Lambda module
  • synapse.ml.stages.MultiColumnAdapter module
  • synapse.ml.stages.PartitionConsolidator module
  • synapse.ml.stages.RenameColumn module
  • synapse.ml.stages.Repartition module
  • synapse.ml.stages.SelectColumns module
  • synapse.ml.stages.StratifiedRepartition module
  • synapse.ml.stages.SummarizeData module
  • synapse.ml.stages.TextPreprocessor module
  • synapse.ml.stages.TimeIntervalMiniBatchTransformer module
  • synapse.ml.stages.Timer module
  • synapse.ml.stages.TimerModel module
  • synapse.ml.stages.UDFTransformer module
  • synapse.ml.stages.UnicodeNormalize module
  • Module contents
• synapse.ml.train package
  • Submodules
  • synapse.ml.train.ComputeModelStatistics module
  • synapse.ml.train.ComputePerInstanceStatistics module
  • synapse.ml.train.TrainClassifier module
  • synapse.ml.train.TrainRegressor module
  • synapse.ml.train.TrainedClassifierModel module
  • synapse.ml.train.TrainedRegressorModel module
  • Module contents
• synapse.ml.vw package
  • Submodules
  • synapse.ml.vw.VectorZipper module
  • synapse.ml.vw.VowpalWabbitCSETransformer module
  • synapse.ml.vw.VowpalWabbitClassificationModel module
  • synapse.ml.vw.VowpalWabbitClassifier module
  • synapse.ml.vw.VowpalWabbitContextualBandit module
  • synapse.ml.vw.VowpalWabbitContextualBanditModel module
  • synapse.ml.vw.VowpalWabbitDSJsonTransformer module
  • synapse.ml.vw.VowpalWabbitFeaturizer module
  • synapse.ml.vw.VowpalWabbitGeneric module
  • synapse.ml.vw.VowpalWabbitGenericModel module
  • synapse.ml.vw.VowpalWabbitGenericProgressive module
  • synapse.ml.vw.VowpalWabbitInteractions module
  • synapse.ml.vw.VowpalWabbitPythonBase module
  • synapse.ml.vw.VowpalWabbitRegressionModel module
  • synapse.ml.vw.VowpalWabbitRegressor module
  • Module contents

Module contents