# River

> Online machine learning in Python

## Documentation

- [Basic concepts](<https://riverml.xyz/dev/introduction/basic-concepts/index.md>)
- [Binary classification](<https://riverml.xyz/dev/introduction/getting-started/binary-classification/index.md>)
- [Concept drift](<https://riverml.xyz/dev/introduction/getting-started/concept-drift-detection/index.md>)
- [Getting started](<https://riverml.xyz/dev/introduction/getting-started/index.md>)
- [Multi-class classification](<https://riverml.xyz/dev/introduction/getting-started/multiclass-classification/index.md>)
- [Regression](<https://riverml.xyz/dev/introduction/getting-started/regression/index.md>)
- [Installation](<https://riverml.xyz/dev/introduction/installation/index.md>)
- [Next steps](<https://riverml.xyz/dev/introduction/next-steps/index.md>)
- [Related projects](<https://riverml.xyz/dev/introduction/related-projects/index.md>)
- [Why use River?](<https://riverml.xyz/dev/introduction/why-use-river/index.md>)
- [Active learning](<https://riverml.xyz/dev/recipes/active-learning/index.md>)
- [Multi-armed bandits](<https://riverml.xyz/dev/recipes/bandits-101/index.md>)
- [Cloning and mutating](<https://riverml.xyz/dev/recipes/cloning-and-mutating/index.md>)
- [Clustering](<https://riverml.xyz/dev/recipes/clustering/index.md>)
- [Feature extraction](<https://riverml.xyz/dev/recipes/feature-extraction/index.md>)
- [Mini-batching](<https://riverml.xyz/dev/recipes/mini-batching/index.md>)
- [Model evaluation](<https://riverml.xyz/dev/recipes/model-evaluation/index.md>)
- [Pipelines](<https://riverml.xyz/dev/recipes/pipelines/index.md>)
- [Reading data](<https://riverml.xyz/dev/recipes/reading-data/index.md>)
- [Rolling computations](<https://riverml.xyz/dev/recipes/rolling-computations/index.md>)
- [Saving and loading models](<https://riverml.xyz/dev/recipes/saving-loading/index.md>)
- [From batch to online/stream](<https://riverml.xyz/dev/examples/batch-to-online/index.md>)
- [Bike-sharing forecasting](<https://riverml.xyz/dev/examples/bike-sharing-forecasting/index.md>)
- [Building a simple nowcasting model](<https://riverml.xyz/dev/examples/building-a-simple-nowcasting-model/index.md>)
- [Content personalization](<https://riverml.xyz/dev/examples/content-personalization/index.md>)
- [Debugging a pipeline](<https://riverml.xyz/dev/examples/debugging-a-pipeline/index.md>)
- [Working with imbalanced data](<https://riverml.xyz/dev/examples/imbalanced-learning/index.md>)
- [Part 1](<https://riverml.xyz/dev/examples/matrix-factorization-for-recommender-systems/part-1/index.md>)
- [Part 2](<https://riverml.xyz/dev/examples/matrix-factorization-for-recommender-systems/part-2/index.md>)
- [Part 3](<https://riverml.xyz/dev/examples/matrix-factorization-for-recommender-systems/part-3/index.md>)
- [Incremental decision trees in River: the Hoeffding Tree case](<https://riverml.xyz/dev/examples/on-hoeffding-trees/index.md>)
- [Handling uncertainty with quantile regression](<https://riverml.xyz/dev/examples/quantile-regression-uncertainty/index.md>)
- [Sentence classification](<https://riverml.xyz/dev/examples/sentence-classification/index.md>)
- [The art of using pipelines](<https://riverml.xyz/dev/examples/the-art-of-using-pipelines/index.md>)
- [Frequently Asked Questions](<https://riverml.xyz/dev/faq/index.md>)

## API reference

- [EntropySampler](<https://riverml.xyz/dev/api/active/EntropySampler/index.md>)
- [ActiveLearningClassifier](<https://riverml.xyz/dev/api/active/base/ActiveLearningClassifier/index.md>)
- [GaussianScorer](<https://riverml.xyz/dev/api/anomaly/GaussianScorer/index.md>)
- [HalfSpaceTrees](<https://riverml.xyz/dev/api/anomaly/HalfSpaceTrees/index.md>)
- [LODA](<https://riverml.xyz/dev/api/anomaly/LODA/index.md>)
- [LocalOutlierFactor](<https://riverml.xyz/dev/api/anomaly/LocalOutlierFactor/index.md>)
- [OneClassSVM](<https://riverml.xyz/dev/api/anomaly/OneClassSVM/index.md>)
- [PredictiveAnomalyDetection](<https://riverml.xyz/dev/api/anomaly/PredictiveAnomalyDetection/index.md>)
- [QuantileFilter](<https://riverml.xyz/dev/api/anomaly/QuantileFilter/index.md>)
- [StandardAbsoluteDeviation](<https://riverml.xyz/dev/api/anomaly/StandardAbsoluteDeviation/index.md>)
- [ThresholdFilter](<https://riverml.xyz/dev/api/anomaly/ThresholdFilter/index.md>)
- [BayesUCB](<https://riverml.xyz/dev/api/bandit/BayesUCB/index.md>)
- [EpsilonGreedy](<https://riverml.xyz/dev/api/bandit/EpsilonGreedy/index.md>)
- [Exp3](<https://riverml.xyz/dev/api/bandit/Exp3/index.md>)
- [LinUCBDisjoint](<https://riverml.xyz/dev/api/bandit/LinUCBDisjoint/index.md>)
- [RandomPolicy](<https://riverml.xyz/dev/api/bandit/RandomPolicy/index.md>)
- [ThompsonSampling](<https://riverml.xyz/dev/api/bandit/ThompsonSampling/index.md>)
- [UCB](<https://riverml.xyz/dev/api/bandit/UCB/index.md>)
- [ContextualPolicy](<https://riverml.xyz/dev/api/bandit/base/ContextualPolicy/index.md>)
- [Policy](<https://riverml.xyz/dev/api/bandit/base/Policy/index.md>)
- [BanditDataset](<https://riverml.xyz/dev/api/bandit/datasets/BanditDataset/index.md>)
- [NewsArticles](<https://riverml.xyz/dev/api/bandit/datasets/NewsArticles/index.md>)
- [CandyCaneContest](<https://riverml.xyz/dev/api/bandit/envs/CandyCaneContest/index.md>)
- [KArmedTestbed](<https://riverml.xyz/dev/api/bandit/envs/KArmedTestbed/index.md>)
- [evaluate\_offline](<https://riverml.xyz/dev/api/bandit/evaluate-offline/index.md>)
- [evaluate](<https://riverml.xyz/dev/api/bandit/evaluate/index.md>)
- [AnomalyDetector](<https://riverml.xyz/dev/api/base/AnomalyDetector/index.md>)
- [AnomalyFilter](<https://riverml.xyz/dev/api/base/AnomalyFilter/index.md>)
- [Base](<https://riverml.xyz/dev/api/base/Base/index.md>)
- [BaseTransformer](<https://riverml.xyz/dev/api/base/BaseTransformer/index.md>)
- [BinaryDriftAndWarningDetector](<https://riverml.xyz/dev/api/base/BinaryDriftAndWarningDetector/index.md>)
- [BinaryDriftDetector](<https://riverml.xyz/dev/api/base/BinaryDriftDetector/index.md>)
- [Classifier](<https://riverml.xyz/dev/api/base/Classifier/index.md>)
- [Clusterer](<https://riverml.xyz/dev/api/base/Clusterer/index.md>)
- [DriftAndWarningDetector](<https://riverml.xyz/dev/api/base/DriftAndWarningDetector/index.md>)
- [DriftDetector](<https://riverml.xyz/dev/api/base/DriftDetector/index.md>)
- [Ensemble](<https://riverml.xyz/dev/api/base/Ensemble/index.md>)
- [Estimator](<https://riverml.xyz/dev/api/base/Estimator/index.md>)
- [MiniBatchClassifier](<https://riverml.xyz/dev/api/base/MiniBatchClassifier/index.md>)
- [MiniBatchRegressor](<https://riverml.xyz/dev/api/base/MiniBatchRegressor/index.md>)
- [MiniBatchSupervisedTransformer](<https://riverml.xyz/dev/api/base/MiniBatchSupervisedTransformer/index.md>)
- [MiniBatchTransformer](<https://riverml.xyz/dev/api/base/MiniBatchTransformer/index.md>)
- [MultiLabelClassifier](<https://riverml.xyz/dev/api/base/MultiLabelClassifier/index.md>)
- [MultiTargetRegressor](<https://riverml.xyz/dev/api/base/MultiTargetRegressor/index.md>)
- [Regressor](<https://riverml.xyz/dev/api/base/Regressor/index.md>)
- [SupervisedAnomalyDetector](<https://riverml.xyz/dev/api/base/SupervisedAnomalyDetector/index.md>)
- [SupervisedTransformer](<https://riverml.xyz/dev/api/base/SupervisedTransformer/index.md>)
- [Transformer](<https://riverml.xyz/dev/api/base/Transformer/index.md>)
- [Wrapper](<https://riverml.xyz/dev/api/base/Wrapper/index.md>)
- [WrapperEnsemble](<https://riverml.xyz/dev/api/base/WrapperEnsemble/index.md>)
- [CluStream](<https://riverml.xyz/dev/api/cluster/CluStream/index.md>)
- [DBSTREAM](<https://riverml.xyz/dev/api/cluster/DBSTREAM/index.md>)
- [DenStream](<https://riverml.xyz/dev/api/cluster/DenStream/index.md>)
- [KMeans](<https://riverml.xyz/dev/api/cluster/KMeans/index.md>)
- [ODAC](<https://riverml.xyz/dev/api/cluster/ODAC/index.md>)
- [STREAMKMeans](<https://riverml.xyz/dev/api/cluster/STREAMKMeans/index.md>)
- [TextClust](<https://riverml.xyz/dev/api/cluster/TextClust/index.md>)
- [River2SKLClassifier](<https://riverml.xyz/dev/api/compat/River2SKLClassifier/index.md>)
- [River2SKLClusterer](<https://riverml.xyz/dev/api/compat/River2SKLClusterer/index.md>)
- [River2SKLRegressor](<https://riverml.xyz/dev/api/compat/River2SKLRegressor/index.md>)
- [River2SKLTransformer](<https://riverml.xyz/dev/api/compat/River2SKLTransformer/index.md>)
- [SKL2RiverClassifier](<https://riverml.xyz/dev/api/compat/SKL2RiverClassifier/index.md>)
- [SKL2RiverRegressor](<https://riverml.xyz/dev/api/compat/SKL2RiverRegressor/index.md>)
- [convert\_river\_to\_sklearn](<https://riverml.xyz/dev/api/compat/convert-river-to-sklearn/index.md>)
- [convert\_sklearn\_to\_river](<https://riverml.xyz/dev/api/compat/convert-sklearn-to-river/index.md>)
- [Discard](<https://riverml.xyz/dev/api/compose/Discard/index.md>)
- [FuncTransformer](<https://riverml.xyz/dev/api/compose/FuncTransformer/index.md>)
- [Grouper](<https://riverml.xyz/dev/api/compose/Grouper/index.md>)
- [Pipeline](<https://riverml.xyz/dev/api/compose/Pipeline/index.md>)
- [Prefixer](<https://riverml.xyz/dev/api/compose/Prefixer/index.md>)
- [Renamer](<https://riverml.xyz/dev/api/compose/Renamer/index.md>)
- [Select](<https://riverml.xyz/dev/api/compose/Select/index.md>)
- [SelectType](<https://riverml.xyz/dev/api/compose/SelectType/index.md>)
- [Suffixer](<https://riverml.xyz/dev/api/compose/Suffixer/index.md>)
- [TargetTransformRegressor](<https://riverml.xyz/dev/api/compose/TargetTransformRegressor/index.md>)
- [TransformerProduct](<https://riverml.xyz/dev/api/compose/TransformerProduct/index.md>)
- [TransformerUnion](<https://riverml.xyz/dev/api/compose/TransformerUnion/index.md>)
- [learn\_during\_predict](<https://riverml.xyz/dev/api/compose/learn-during-predict/index.md>)
- [Interval](<https://riverml.xyz/dev/api/conf/Interval/index.md>)
- [RegressionJackknife](<https://riverml.xyz/dev/api/conf/RegressionJackknife/index.md>)
- [EmpiricalCovariance](<https://riverml.xyz/dev/api/covariance/EmpiricalCovariance/index.md>)
- [EmpiricalPrecision](<https://riverml.xyz/dev/api/covariance/EmpiricalPrecision/index.md>)
- [EwaCovariance](<https://riverml.xyz/dev/api/covariance/EwaCovariance/index.md>)
- [EwaPrecision](<https://riverml.xyz/dev/api/covariance/EwaPrecision/index.md>)
- [LedoitWolfCovariance](<https://riverml.xyz/dev/api/covariance/LedoitWolfCovariance/index.md>)
- [OASCovariance](<https://riverml.xyz/dev/api/covariance/OASCovariance/index.md>)
- [ShrunkCovariance](<https://riverml.xyz/dev/api/covariance/ShrunkCovariance/index.md>)
- [AirlinePassengers](<https://riverml.xyz/dev/api/datasets/AirlinePassengers/index.md>)
- [BETH](<https://riverml.xyz/dev/api/datasets/BETH/index.md>)
- [Bananas](<https://riverml.xyz/dev/api/datasets/Bananas/index.md>)
- [Bikes](<https://riverml.xyz/dev/api/datasets/Bikes/index.md>)
- [ChickWeights](<https://riverml.xyz/dev/api/datasets/ChickWeights/index.md>)
- [CreditCard](<https://riverml.xyz/dev/api/datasets/CreditCard/index.md>)
- [CriteoAds](<https://riverml.xyz/dev/api/datasets/CriteoAds/index.md>)
- [Elec2](<https://riverml.xyz/dev/api/datasets/Elec2/index.md>)
- [HTTP](<https://riverml.xyz/dev/api/datasets/HTTP/index.md>)
- [Higgs](<https://riverml.xyz/dev/api/datasets/Higgs/index.md>)
- [ImageSegments](<https://riverml.xyz/dev/api/datasets/ImageSegments/index.md>)
- [Insects](<https://riverml.xyz/dev/api/datasets/Insects/index.md>)
- [Keystroke](<https://riverml.xyz/dev/api/datasets/Keystroke/index.md>)
- [MaliciousURL](<https://riverml.xyz/dev/api/datasets/MaliciousURL/index.md>)
- [MovieLens100K](<https://riverml.xyz/dev/api/datasets/MovieLens100K/index.md>)
- [Music](<https://riverml.xyz/dev/api/datasets/Music/index.md>)
- [Phishing](<https://riverml.xyz/dev/api/datasets/Phishing/index.md>)
- [Restaurants](<https://riverml.xyz/dev/api/datasets/Restaurants/index.md>)
- [SMSSpam](<https://riverml.xyz/dev/api/datasets/SMSSpam/index.md>)
- [SMTP](<https://riverml.xyz/dev/api/datasets/SMTP/index.md>)
- [SP500Stocks](<https://riverml.xyz/dev/api/datasets/SP500Stocks/index.md>)
- [Shuttle](<https://riverml.xyz/dev/api/datasets/Shuttle/index.md>)
- [SolarFlare](<https://riverml.xyz/dev/api/datasets/SolarFlare/index.md>)
- [TREC07](<https://riverml.xyz/dev/api/datasets/TREC07/index.md>)
- [Taxis](<https://riverml.xyz/dev/api/datasets/Taxis/index.md>)
- [TrumpApproval](<https://riverml.xyz/dev/api/datasets/TrumpApproval/index.md>)
- [WaterFlow](<https://riverml.xyz/dev/api/datasets/WaterFlow/index.md>)
- [WebTraffic](<https://riverml.xyz/dev/api/datasets/WebTraffic/index.md>)
- [Yeast](<https://riverml.xyz/dev/api/datasets/Yeast/index.md>)
- [Dataset](<https://riverml.xyz/dev/api/datasets/base/Dataset/index.md>)
- [FileDataset](<https://riverml.xyz/dev/api/datasets/base/FileDataset/index.md>)
- [RemoteDataset](<https://riverml.xyz/dev/api/datasets/base/RemoteDataset/index.md>)
- [SyntheticDataset](<https://riverml.xyz/dev/api/datasets/base/SyntheticDataset/index.md>)
- [Agrawal](<https://riverml.xyz/dev/api/datasets/synth/Agrawal/index.md>)
- [AnomalySine](<https://riverml.xyz/dev/api/datasets/synth/AnomalySine/index.md>)
- [ConceptDriftStream](<https://riverml.xyz/dev/api/datasets/synth/ConceptDriftStream/index.md>)
- [Friedman](<https://riverml.xyz/dev/api/datasets/synth/Friedman/index.md>)
- [FriedmanDrift](<https://riverml.xyz/dev/api/datasets/synth/FriedmanDrift/index.md>)
- [Hyperplane](<https://riverml.xyz/dev/api/datasets/synth/Hyperplane/index.md>)
- [LED](<https://riverml.xyz/dev/api/datasets/synth/LED/index.md>)
- [LEDDrift](<https://riverml.xyz/dev/api/datasets/synth/LEDDrift/index.md>)
- [Logical](<https://riverml.xyz/dev/api/datasets/synth/Logical/index.md>)
- [Mixed](<https://riverml.xyz/dev/api/datasets/synth/Mixed/index.md>)
- [Mv](<https://riverml.xyz/dev/api/datasets/synth/Mv/index.md>)
- [Planes2D](<https://riverml.xyz/dev/api/datasets/synth/Planes2D/index.md>)
- [RandomRBF](<https://riverml.xyz/dev/api/datasets/synth/RandomRBF/index.md>)
- [RandomRBFDrift](<https://riverml.xyz/dev/api/datasets/synth/RandomRBFDrift/index.md>)
- [RandomTree](<https://riverml.xyz/dev/api/datasets/synth/RandomTree/index.md>)
- [SEA](<https://riverml.xyz/dev/api/datasets/synth/SEA/index.md>)
- [STAGGER](<https://riverml.xyz/dev/api/datasets/synth/STAGGER/index.md>)
- [Sine](<https://riverml.xyz/dev/api/datasets/synth/Sine/index.md>)
- [Waveform](<https://riverml.xyz/dev/api/datasets/synth/Waveform/index.md>)
- [ADWIN](<https://riverml.xyz/dev/api/drift/ADWIN/index.md>)
- [DriftRetrainingClassifier](<https://riverml.xyz/dev/api/drift/DriftRetrainingClassifier/index.md>)
- [DummyDriftDetector](<https://riverml.xyz/dev/api/drift/DummyDriftDetector/index.md>)
- [KSWIN](<https://riverml.xyz/dev/api/drift/KSWIN/index.md>)
- [NoDrift](<https://riverml.xyz/dev/api/drift/NoDrift/index.md>)
- [PageHinkley](<https://riverml.xyz/dev/api/drift/PageHinkley/index.md>)
- [DDM](<https://riverml.xyz/dev/api/drift/binary/DDM/index.md>)
- [EDDM](<https://riverml.xyz/dev/api/drift/binary/EDDM/index.md>)
- [FHDDM](<https://riverml.xyz/dev/api/drift/binary/FHDDM/index.md>)
- [HDDMA](<https://riverml.xyz/dev/api/drift/binary/HDDMA/index.md>)
- [HDDMW](<https://riverml.xyz/dev/api/drift/binary/HDDMW/index.md>)
- [AirlinePassengers](<https://riverml.xyz/dev/api/drift/datasets/AirlinePassengers/index.md>)
- [Apple](<https://riverml.xyz/dev/api/drift/datasets/Apple/index.md>)
- [Bitcoin](<https://riverml.xyz/dev/api/drift/datasets/Bitcoin/index.md>)
- [BrentSpotPrice](<https://riverml.xyz/dev/api/drift/datasets/BrentSpotPrice/index.md>)
- [Occupancy](<https://riverml.xyz/dev/api/drift/datasets/Occupancy/index.md>)
- [RunLog](<https://riverml.xyz/dev/api/drift/datasets/RunLog/index.md>)
- [UKCoalEmploy](<https://riverml.xyz/dev/api/drift/datasets/UKCoalEmploy/index.md>)
- [NoChangeClassifier](<https://riverml.xyz/dev/api/dummy/NoChangeClassifier/index.md>)
- [PriorClassifier](<https://riverml.xyz/dev/api/dummy/PriorClassifier/index.md>)
- [StatisticRegressor](<https://riverml.xyz/dev/api/dummy/StatisticRegressor/index.md>)
- [ADWINBaggingClassifier](<https://riverml.xyz/dev/api/ensemble/ADWINBaggingClassifier/index.md>)
- [ADWINBoostingClassifier](<https://riverml.xyz/dev/api/ensemble/ADWINBoostingClassifier/index.md>)
- [AdaBoostClassifier](<https://riverml.xyz/dev/api/ensemble/AdaBoostClassifier/index.md>)
- [BOLEClassifier](<https://riverml.xyz/dev/api/ensemble/BOLEClassifier/index.md>)
- [BaggingClassifier](<https://riverml.xyz/dev/api/ensemble/BaggingClassifier/index.md>)
- [BaggingRegressor](<https://riverml.xyz/dev/api/ensemble/BaggingRegressor/index.md>)
- [EWARegressor](<https://riverml.xyz/dev/api/ensemble/EWARegressor/index.md>)
- [LeveragingBaggingClassifier](<https://riverml.xyz/dev/api/ensemble/LeveragingBaggingClassifier/index.md>)
- [SRPClassifier](<https://riverml.xyz/dev/api/ensemble/SRPClassifier/index.md>)
- [SRPRegressor](<https://riverml.xyz/dev/api/ensemble/SRPRegressor/index.md>)
- [StackingClassifier](<https://riverml.xyz/dev/api/ensemble/StackingClassifier/index.md>)
- [VotingClassifier](<https://riverml.xyz/dev/api/ensemble/VotingClassifier/index.md>)
- [BinaryClassificationTrack](<https://riverml.xyz/dev/api/evaluate/BinaryClassificationTrack/index.md>)
- [ForecastingTrack](<https://riverml.xyz/dev/api/evaluate/ForecastingTrack/index.md>)
- [MultiClassClassificationTrack](<https://riverml.xyz/dev/api/evaluate/MultiClassClassificationTrack/index.md>)
- [RegressionTrack](<https://riverml.xyz/dev/api/evaluate/RegressionTrack/index.md>)
- [Track](<https://riverml.xyz/dev/api/evaluate/Track/index.md>)
- [evaluate](<https://riverml.xyz/dev/api/evaluate/evaluate/index.md>)
- [iter\_evaluate](<https://riverml.xyz/dev/api/evaluate/iter-evaluate/index.md>)
- [iter\_progressive\_val\_score](<https://riverml.xyz/dev/api/evaluate/iter-progressive-val-score/index.md>)
- [progressive\_val\_score](<https://riverml.xyz/dev/api/evaluate/progressive-val-score/index.md>)
- [FFMClassifier](<https://riverml.xyz/dev/api/facto/FFMClassifier/index.md>)
- [FFMRegressor](<https://riverml.xyz/dev/api/facto/FFMRegressor/index.md>)
- [FMClassifier](<https://riverml.xyz/dev/api/facto/FMClassifier/index.md>)
- [FMRegressor](<https://riverml.xyz/dev/api/facto/FMRegressor/index.md>)
- [FwFMClassifier](<https://riverml.xyz/dev/api/facto/FwFMClassifier/index.md>)
- [FwFMRegressor](<https://riverml.xyz/dev/api/facto/FwFMRegressor/index.md>)
- [HOFMClassifier](<https://riverml.xyz/dev/api/facto/HOFMClassifier/index.md>)
- [HOFMRegressor](<https://riverml.xyz/dev/api/facto/HOFMRegressor/index.md>)
- [Agg](<https://riverml.xyz/dev/api/feature-extraction/Agg/index.md>)
- [BagOfWords](<https://riverml.xyz/dev/api/feature-extraction/BagOfWords/index.md>)
- [PolynomialExtender](<https://riverml.xyz/dev/api/feature-extraction/PolynomialExtender/index.md>)
- [RBFSampler](<https://riverml.xyz/dev/api/feature-extraction/RBFSampler/index.md>)
- [RandomTreesEmbedding](<https://riverml.xyz/dev/api/feature-extraction/RandomTreesEmbedding/index.md>)
- [TFIDF](<https://riverml.xyz/dev/api/feature-extraction/TFIDF/index.md>)
- [TargetAgg](<https://riverml.xyz/dev/api/feature-extraction/TargetAgg/index.md>)
- [PoissonInclusion](<https://riverml.xyz/dev/api/feature-selection/PoissonInclusion/index.md>)
- [SelectKBest](<https://riverml.xyz/dev/api/feature-selection/SelectKBest/index.md>)
- [VarianceThreshold](<https://riverml.xyz/dev/api/feature-selection/VarianceThreshold/index.md>)
- [AMFClassifier](<https://riverml.xyz/dev/api/forest/AMFClassifier/index.md>)
- [AMFRegressor](<https://riverml.xyz/dev/api/forest/AMFRegressor/index.md>)
- [ARFClassifier](<https://riverml.xyz/dev/api/forest/ARFClassifier/index.md>)
- [ARFRegressor](<https://riverml.xyz/dev/api/forest/ARFRegressor/index.md>)
- [OXTRegressor](<https://riverml.xyz/dev/api/forest/OXTRegressor/index.md>)
- [ChebyshevOverSampler](<https://riverml.xyz/dev/api/imblearn/ChebyshevOverSampler/index.md>)
- [ChebyshevUnderSampler](<https://riverml.xyz/dev/api/imblearn/ChebyshevUnderSampler/index.md>)
- [HardSamplingClassifier](<https://riverml.xyz/dev/api/imblearn/HardSamplingClassifier/index.md>)
- [HardSamplingRegressor](<https://riverml.xyz/dev/api/imblearn/HardSamplingRegressor/index.md>)
- [RandomOverSampler](<https://riverml.xyz/dev/api/imblearn/RandomOverSampler/index.md>)
- [RandomSampler](<https://riverml.xyz/dev/api/imblearn/RandomSampler/index.md>)
- [RandomUnderSampler](<https://riverml.xyz/dev/api/imblearn/RandomUnderSampler/index.md>)
- [ALMAClassifier](<https://riverml.xyz/dev/api/linear-model/ALMAClassifier/index.md>)
- [AdPredictor](<https://riverml.xyz/dev/api/linear-model/AdPredictor/index.md>)
- [BayesianLinearRegression](<https://riverml.xyz/dev/api/linear-model/BayesianLinearRegression/index.md>)
- [LinearRegression](<https://riverml.xyz/dev/api/linear-model/LinearRegression/index.md>)
- [LogisticRegression](<https://riverml.xyz/dev/api/linear-model/LogisticRegression/index.md>)
- [PAClassifier](<https://riverml.xyz/dev/api/linear-model/PAClassifier/index.md>)
- [PARegressor](<https://riverml.xyz/dev/api/linear-model/PARegressor/index.md>)
- [Perceptron](<https://riverml.xyz/dev/api/linear-model/Perceptron/index.md>)
- [SoftmaxRegression](<https://riverml.xyz/dev/api/linear-model/SoftmaxRegression/index.md>)
- [GLM](<https://riverml.xyz/dev/api/linear-model/base/GLM/index.md>)
- [Accuracy](<https://riverml.xyz/dev/api/metrics/Accuracy/index.md>)
- [AdjustedMutualInfo](<https://riverml.xyz/dev/api/metrics/AdjustedMutualInfo/index.md>)
- [AdjustedRand](<https://riverml.xyz/dev/api/metrics/AdjustedRand/index.md>)
- [BalancedAccuracy](<https://riverml.xyz/dev/api/metrics/BalancedAccuracy/index.md>)
- [ClassificationReport](<https://riverml.xyz/dev/api/metrics/ClassificationReport/index.md>)
- [CohenKappa](<https://riverml.xyz/dev/api/metrics/CohenKappa/index.md>)
- [Completeness](<https://riverml.xyz/dev/api/metrics/Completeness/index.md>)
- [ConfusionMatrix](<https://riverml.xyz/dev/api/metrics/ConfusionMatrix/index.md>)
- [CrossEntropy](<https://riverml.xyz/dev/api/metrics/CrossEntropy/index.md>)
- [F1](<https://riverml.xyz/dev/api/metrics/F1/index.md>)
- [FBeta](<https://riverml.xyz/dev/api/metrics/FBeta/index.md>)
- [FowlkesMallows](<https://riverml.xyz/dev/api/metrics/FowlkesMallows/index.md>)
- [GeometricMean](<https://riverml.xyz/dev/api/metrics/GeometricMean/index.md>)
- [Homogeneity](<https://riverml.xyz/dev/api/metrics/Homogeneity/index.md>)
- [Jaccard](<https://riverml.xyz/dev/api/metrics/Jaccard/index.md>)
- [LogLoss](<https://riverml.xyz/dev/api/metrics/LogLoss/index.md>)
- [MAE](<https://riverml.xyz/dev/api/metrics/MAE/index.md>)
- [MAPE](<https://riverml.xyz/dev/api/metrics/MAPE/index.md>)
- [MCC](<https://riverml.xyz/dev/api/metrics/MCC/index.md>)
- [MSE](<https://riverml.xyz/dev/api/metrics/MSE/index.md>)
- [MacroF1](<https://riverml.xyz/dev/api/metrics/MacroF1/index.md>)
- [MacroFBeta](<https://riverml.xyz/dev/api/metrics/MacroFBeta/index.md>)
- [MacroJaccard](<https://riverml.xyz/dev/api/metrics/MacroJaccard/index.md>)
- [MacroPrecision](<https://riverml.xyz/dev/api/metrics/MacroPrecision/index.md>)
- [MacroRecall](<https://riverml.xyz/dev/api/metrics/MacroRecall/index.md>)
- [MicroF1](<https://riverml.xyz/dev/api/metrics/MicroF1/index.md>)
- [MicroFBeta](<https://riverml.xyz/dev/api/metrics/MicroFBeta/index.md>)
- [MicroJaccard](<https://riverml.xyz/dev/api/metrics/MicroJaccard/index.md>)
- [MicroPrecision](<https://riverml.xyz/dev/api/metrics/MicroPrecision/index.md>)
- [MicroRecall](<https://riverml.xyz/dev/api/metrics/MicroRecall/index.md>)
- [MultiFBeta](<https://riverml.xyz/dev/api/metrics/MultiFBeta/index.md>)
- [MutualInfo](<https://riverml.xyz/dev/api/metrics/MutualInfo/index.md>)
- [NormalizedMutualInfo](<https://riverml.xyz/dev/api/metrics/NormalizedMutualInfo/index.md>)
- [Precision](<https://riverml.xyz/dev/api/metrics/Precision/index.md>)
- [R2](<https://riverml.xyz/dev/api/metrics/R2/index.md>)
- [RMSE](<https://riverml.xyz/dev/api/metrics/RMSE/index.md>)
- [RMSLE](<https://riverml.xyz/dev/api/metrics/RMSLE/index.md>)
- [ROCAUC](<https://riverml.xyz/dev/api/metrics/ROCAUC/index.md>)
- [Rand](<https://riverml.xyz/dev/api/metrics/Rand/index.md>)
- [Recall](<https://riverml.xyz/dev/api/metrics/Recall/index.md>)
- [RollingPRAUC](<https://riverml.xyz/dev/api/metrics/RollingPRAUC/index.md>)
- [RollingROCAUC](<https://riverml.xyz/dev/api/metrics/RollingROCAUC/index.md>)
- [SMAPE](<https://riverml.xyz/dev/api/metrics/SMAPE/index.md>)
- [Silhouette](<https://riverml.xyz/dev/api/metrics/Silhouette/index.md>)
- [VBeta](<https://riverml.xyz/dev/api/metrics/VBeta/index.md>)
- [WeightedF1](<https://riverml.xyz/dev/api/metrics/WeightedF1/index.md>)
- [WeightedFBeta](<https://riverml.xyz/dev/api/metrics/WeightedFBeta/index.md>)
- [WeightedJaccard](<https://riverml.xyz/dev/api/metrics/WeightedJaccard/index.md>)
- [WeightedPrecision](<https://riverml.xyz/dev/api/metrics/WeightedPrecision/index.md>)
- [WeightedRecall](<https://riverml.xyz/dev/api/metrics/WeightedRecall/index.md>)
- [BinaryMetric](<https://riverml.xyz/dev/api/metrics/base/BinaryMetric/index.md>)
- [ClassificationMetric](<https://riverml.xyz/dev/api/metrics/base/ClassificationMetric/index.md>)
- [Metric](<https://riverml.xyz/dev/api/metrics/base/Metric/index.md>)
- [Metrics](<https://riverml.xyz/dev/api/metrics/base/Metrics/index.md>)
- [MultiClassMetric](<https://riverml.xyz/dev/api/metrics/base/MultiClassMetric/index.md>)
- [RegressionMetric](<https://riverml.xyz/dev/api/metrics/base/RegressionMetric/index.md>)
- [WrapperMetric](<https://riverml.xyz/dev/api/metrics/base/WrapperMetric/index.md>)
- [ExactMatch](<https://riverml.xyz/dev/api/metrics/multioutput/ExactMatch/index.md>)
- [MacroAverage](<https://riverml.xyz/dev/api/metrics/multioutput/MacroAverage/index.md>)
- [MicroAverage](<https://riverml.xyz/dev/api/metrics/multioutput/MicroAverage/index.md>)
- [MultiLabelConfusionMatrix](<https://riverml.xyz/dev/api/metrics/multioutput/MultiLabelConfusionMatrix/index.md>)
- [PerOutput](<https://riverml.xyz/dev/api/metrics/multioutput/PerOutput/index.md>)
- [SampleAverage](<https://riverml.xyz/dev/api/metrics/multioutput/SampleAverage/index.md>)
- [MultiOutputClassificationMetric](<https://riverml.xyz/dev/api/metrics/multioutput/base/MultiOutputClassificationMetric/index.md>)
- [MultiOutputRegressionMetric](<https://riverml.xyz/dev/api/metrics/multioutput/base/MultiOutputRegressionMetric/index.md>)
- [SDFT](<https://riverml.xyz/dev/api/misc/SDFT/index.md>)
- [Skyline](<https://riverml.xyz/dev/api/misc/Skyline/index.md>)
- [ZstdClassifier](<https://riverml.xyz/dev/api/misc/ZstdClassifier/index.md>)
- [BanditClassifier](<https://riverml.xyz/dev/api/model-selection/BanditClassifier/index.md>)
- [BanditRegressor](<https://riverml.xyz/dev/api/model-selection/BanditRegressor/index.md>)
- [GreedyRegressor](<https://riverml.xyz/dev/api/model-selection/GreedyRegressor/index.md>)
- [HoeffdingRaceClassifier](<https://riverml.xyz/dev/api/model-selection/HoeffdingRaceClassifier/index.md>)
- [HoeffdingRaceRegressor](<https://riverml.xyz/dev/api/model-selection/HoeffdingRaceRegressor/index.md>)
- [SuccessiveHalvingClassifier](<https://riverml.xyz/dev/api/model-selection/SuccessiveHalvingClassifier/index.md>)
- [SuccessiveHalvingRegressor](<https://riverml.xyz/dev/api/model-selection/SuccessiveHalvingRegressor/index.md>)
- [ModelSelectionClassifier](<https://riverml.xyz/dev/api/model-selection/base/ModelSelectionClassifier/index.md>)
- [ModelSelectionRegressor](<https://riverml.xyz/dev/api/model-selection/base/ModelSelectionRegressor/index.md>)
- [OneVsOneClassifier](<https://riverml.xyz/dev/api/multiclass/OneVsOneClassifier/index.md>)
- [OneVsRestClassifier](<https://riverml.xyz/dev/api/multiclass/OneVsRestClassifier/index.md>)
- [OutputCodeClassifier](<https://riverml.xyz/dev/api/multiclass/OutputCodeClassifier/index.md>)
- [ClassifierChain](<https://riverml.xyz/dev/api/multioutput/ClassifierChain/index.md>)
- [MonteCarloClassifierChain](<https://riverml.xyz/dev/api/multioutput/MonteCarloClassifierChain/index.md>)
- [MultiClassEncoder](<https://riverml.xyz/dev/api/multioutput/MultiClassEncoder/index.md>)
- [PerOutputClassifier](<https://riverml.xyz/dev/api/multioutput/PerOutputClassifier/index.md>)
- [PerOutputRegressor](<https://riverml.xyz/dev/api/multioutput/PerOutputRegressor/index.md>)
- [ProbabilisticClassifierChain](<https://riverml.xyz/dev/api/multioutput/ProbabilisticClassifierChain/index.md>)
- [RegressorChain](<https://riverml.xyz/dev/api/multioutput/RegressorChain/index.md>)
- [BernoulliNB](<https://riverml.xyz/dev/api/naive-bayes/BernoulliNB/index.md>)
- [CategoricalNB](<https://riverml.xyz/dev/api/naive-bayes/CategoricalNB/index.md>)
- [ComplementNB](<https://riverml.xyz/dev/api/naive-bayes/ComplementNB/index.md>)
- [GaussianNB](<https://riverml.xyz/dev/api/naive-bayes/GaussianNB/index.md>)
- [MultinomialNB](<https://riverml.xyz/dev/api/naive-bayes/MultinomialNB/index.md>)
- [KNNClassifier](<https://riverml.xyz/dev/api/neighbors/KNNClassifier/index.md>)
- [KNNRegressor](<https://riverml.xyz/dev/api/neighbors/KNNRegressor/index.md>)
- [LazySearch](<https://riverml.xyz/dev/api/neighbors/LazySearch/index.md>)
- [SWINN](<https://riverml.xyz/dev/api/neighbors/SWINN/index.md>)
- [AMSGrad](<https://riverml.xyz/dev/api/optim/AMSGrad/index.md>)
- [AdaBound](<https://riverml.xyz/dev/api/optim/AdaBound/index.md>)
- [AdaDelta](<https://riverml.xyz/dev/api/optim/AdaDelta/index.md>)
- [AdaGrad](<https://riverml.xyz/dev/api/optim/AdaGrad/index.md>)
- [AdaMax](<https://riverml.xyz/dev/api/optim/AdaMax/index.md>)
- [Adam](<https://riverml.xyz/dev/api/optim/Adam/index.md>)
- [Averager](<https://riverml.xyz/dev/api/optim/Averager/index.md>)
- [FTRLProximal](<https://riverml.xyz/dev/api/optim/FTRLProximal/index.md>)
- [Momentum](<https://riverml.xyz/dev/api/optim/Momentum/index.md>)
- [Nadam](<https://riverml.xyz/dev/api/optim/Nadam/index.md>)
- [NesterovMomentum](<https://riverml.xyz/dev/api/optim/NesterovMomentum/index.md>)
- [Newton](<https://riverml.xyz/dev/api/optim/Newton/index.md>)
- [Optimizer](<https://riverml.xyz/dev/api/optim/Optimizer/index.md>)
- [RMSProp](<https://riverml.xyz/dev/api/optim/RMSProp/index.md>)
- [SGD](<https://riverml.xyz/dev/api/optim/SGD/index.md>)
- [Initializer](<https://riverml.xyz/dev/api/optim/base/Initializer/index.md>)
- [Loss](<https://riverml.xyz/dev/api/optim/base/Loss/index.md>)
- [Optimizer](<https://riverml.xyz/dev/api/optim/base/Optimizer/index.md>)
- [Scheduler](<https://riverml.xyz/dev/api/optim/base/Scheduler/index.md>)
- [Constant](<https://riverml.xyz/dev/api/optim/initializers/Constant/index.md>)
- [Normal](<https://riverml.xyz/dev/api/optim/initializers/Normal/index.md>)
- [Zeros](<https://riverml.xyz/dev/api/optim/initializers/Zeros/index.md>)
- [Absolute](<https://riverml.xyz/dev/api/optim/losses/Absolute/index.md>)
- [BinaryFocalLoss](<https://riverml.xyz/dev/api/optim/losses/BinaryFocalLoss/index.md>)
- [BinaryLoss](<https://riverml.xyz/dev/api/optim/losses/BinaryLoss/index.md>)
- [Cauchy](<https://riverml.xyz/dev/api/optim/losses/Cauchy/index.md>)
- [CrossEntropy](<https://riverml.xyz/dev/api/optim/losses/CrossEntropy/index.md>)
- [EpsilonInsensitiveHinge](<https://riverml.xyz/dev/api/optim/losses/EpsilonInsensitiveHinge/index.md>)
- [Hinge](<https://riverml.xyz/dev/api/optim/losses/Hinge/index.md>)
- [Huber](<https://riverml.xyz/dev/api/optim/losses/Huber/index.md>)
- [Log](<https://riverml.xyz/dev/api/optim/losses/Log/index.md>)
- [MultiClassLoss](<https://riverml.xyz/dev/api/optim/losses/MultiClassLoss/index.md>)
- [Poisson](<https://riverml.xyz/dev/api/optim/losses/Poisson/index.md>)
- [Quantile](<https://riverml.xyz/dev/api/optim/losses/Quantile/index.md>)
- [RegressionLoss](<https://riverml.xyz/dev/api/optim/losses/RegressionLoss/index.md>)
- [Squared](<https://riverml.xyz/dev/api/optim/losses/Squared/index.md>)
- [Constant](<https://riverml.xyz/dev/api/optim/schedulers/Constant/index.md>)
- [InverseScaling](<https://riverml.xyz/dev/api/optim/schedulers/InverseScaling/index.md>)
- [Optimal](<https://riverml.xyz/dev/api/optim/schedulers/Optimal/index.md>)
- [Overview](<https://riverml.xyz/dev/api/overview/index.md>)
- [AdaptiveStandardScaler](<https://riverml.xyz/dev/api/preprocessing/AdaptiveStandardScaler/index.md>)
- [Binarizer](<https://riverml.xyz/dev/api/preprocessing/Binarizer/index.md>)
- [FeatureHasher](<https://riverml.xyz/dev/api/preprocessing/FeatureHasher/index.md>)
- [GapEncoder](<https://riverml.xyz/dev/api/preprocessing/GapEncoder/index.md>)
- [GaussianRandomProjector](<https://riverml.xyz/dev/api/preprocessing/GaussianRandomProjector/index.md>)
- [LDA](<https://riverml.xyz/dev/api/preprocessing/LDA/index.md>)
- [MaxAbsScaler](<https://riverml.xyz/dev/api/preprocessing/MaxAbsScaler/index.md>)
- [MinMaxScaler](<https://riverml.xyz/dev/api/preprocessing/MinMaxScaler/index.md>)
- [Normalizer](<https://riverml.xyz/dev/api/preprocessing/Normalizer/index.md>)
- [OneHotEncoder](<https://riverml.xyz/dev/api/preprocessing/OneHotEncoder/index.md>)
- [OrdinalEncoder](<https://riverml.xyz/dev/api/preprocessing/OrdinalEncoder/index.md>)
- [PredClipper](<https://riverml.xyz/dev/api/preprocessing/PredClipper/index.md>)
- [PreviousImputer](<https://riverml.xyz/dev/api/preprocessing/PreviousImputer/index.md>)
- [RobustScaler](<https://riverml.xyz/dev/api/preprocessing/RobustScaler/index.md>)
- [SparseRandomProjector](<https://riverml.xyz/dev/api/preprocessing/SparseRandomProjector/index.md>)
- [StandardScaler](<https://riverml.xyz/dev/api/preprocessing/StandardScaler/index.md>)
- [StatImputer](<https://riverml.xyz/dev/api/preprocessing/StatImputer/index.md>)
- [TargetMinMaxScaler](<https://riverml.xyz/dev/api/preprocessing/TargetMinMaxScaler/index.md>)
- [TargetStandardScaler](<https://riverml.xyz/dev/api/preprocessing/TargetStandardScaler/index.md>)
- [Beta](<https://riverml.xyz/dev/api/proba/Beta/index.md>)
- [Gaussian](<https://riverml.xyz/dev/api/proba/Gaussian/index.md>)
- [Multinomial](<https://riverml.xyz/dev/api/proba/Multinomial/index.md>)
- [MultivariateGaussian](<https://riverml.xyz/dev/api/proba/MultivariateGaussian/index.md>)
- [BinaryDistribution](<https://riverml.xyz/dev/api/proba/base/BinaryDistribution/index.md>)
- [ContinuousDistribution](<https://riverml.xyz/dev/api/proba/base/ContinuousDistribution/index.md>)
- [DiscreteDistribution](<https://riverml.xyz/dev/api/proba/base/DiscreteDistribution/index.md>)
- [Distribution](<https://riverml.xyz/dev/api/proba/base/Distribution/index.md>)
- [Baseline](<https://riverml.xyz/dev/api/reco/Baseline/index.md>)
- [BiasedMF](<https://riverml.xyz/dev/api/reco/BiasedMF/index.md>)
- [FunkMF](<https://riverml.xyz/dev/api/reco/FunkMF/index.md>)
- [RandomNormal](<https://riverml.xyz/dev/api/reco/RandomNormal/index.md>)
- [Ranker](<https://riverml.xyz/dev/api/reco/base/Ranker/index.md>)
- [AMRules](<https://riverml.xyz/dev/api/rules/AMRules/index.md>)
- [Counter](<https://riverml.xyz/dev/api/sketch/Counter/index.md>)
- [HeavyHitters](<https://riverml.xyz/dev/api/sketch/HeavyHitters/index.md>)
- [Histogram](<https://riverml.xyz/dev/api/sketch/Histogram/index.md>)
- [NUnique](<https://riverml.xyz/dev/api/sketch/NUnique/index.md>)
- [Set](<https://riverml.xyz/dev/api/sketch/Set/index.md>)
- [AbsMax](<https://riverml.xyz/dev/api/stats/AbsMax/index.md>)
- [AutoCorr](<https://riverml.xyz/dev/api/stats/AutoCorr/index.md>)
- [BayesianMean](<https://riverml.xyz/dev/api/stats/BayesianMean/index.md>)
- [ChiSquared](<https://riverml.xyz/dev/api/stats/ChiSquared/index.md>)
- [Count](<https://riverml.xyz/dev/api/stats/Count/index.md>)
- [Cov](<https://riverml.xyz/dev/api/stats/Cov/index.md>)
- [EWCov](<https://riverml.xyz/dev/api/stats/EWCov/index.md>)
- [EWMean](<https://riverml.xyz/dev/api/stats/EWMean/index.md>)
- [EWVar](<https://riverml.xyz/dev/api/stats/EWVar/index.md>)
- [Entropy](<https://riverml.xyz/dev/api/stats/Entropy/index.md>)
- [IQR](<https://riverml.xyz/dev/api/stats/IQR/index.md>)
- [KolmogorovSmirnov](<https://riverml.xyz/dev/api/stats/KolmogorovSmirnov/index.md>)
- [Kurtosis](<https://riverml.xyz/dev/api/stats/Kurtosis/index.md>)
- [Link](<https://riverml.xyz/dev/api/stats/Link/index.md>)
- [MAD](<https://riverml.xyz/dev/api/stats/MAD/index.md>)
- [Max](<https://riverml.xyz/dev/api/stats/Max/index.md>)
- [Mean](<https://riverml.xyz/dev/api/stats/Mean/index.md>)
- [Min](<https://riverml.xyz/dev/api/stats/Min/index.md>)
- [Mode](<https://riverml.xyz/dev/api/stats/Mode/index.md>)
- [PeakToPeak](<https://riverml.xyz/dev/api/stats/PeakToPeak/index.md>)
- [PearsonCorr](<https://riverml.xyz/dev/api/stats/PearsonCorr/index.md>)
- [Quantile](<https://riverml.xyz/dev/api/stats/Quantile/index.md>)
- [RollingAbsMax](<https://riverml.xyz/dev/api/stats/RollingAbsMax/index.md>)
- [RollingIQR](<https://riverml.xyz/dev/api/stats/RollingIQR/index.md>)
- [RollingMax](<https://riverml.xyz/dev/api/stats/RollingMax/index.md>)
- [RollingMin](<https://riverml.xyz/dev/api/stats/RollingMin/index.md>)
- [RollingMode](<https://riverml.xyz/dev/api/stats/RollingMode/index.md>)
- [RollingPeakToPeak](<https://riverml.xyz/dev/api/stats/RollingPeakToPeak/index.md>)
- [RollingQuantile](<https://riverml.xyz/dev/api/stats/RollingQuantile/index.md>)
- [SEM](<https://riverml.xyz/dev/api/stats/SEM/index.md>)
- [Shift](<https://riverml.xyz/dev/api/stats/Shift/index.md>)
- [Skew](<https://riverml.xyz/dev/api/stats/Skew/index.md>)
- [Sum](<https://riverml.xyz/dev/api/stats/Sum/index.md>)
- [Var](<https://riverml.xyz/dev/api/stats/Var/index.md>)
- [Bivariate](<https://riverml.xyz/dev/api/stats/base/Bivariate/index.md>)
- [Link](<https://riverml.xyz/dev/api/stats/base/Link/index.md>)
- [RollingUnivariate](<https://riverml.xyz/dev/api/stats/base/RollingUnivariate/index.md>)
- [Statistic](<https://riverml.xyz/dev/api/stats/base/Statistic/index.md>)
- [Univariate](<https://riverml.xyz/dev/api/stats/base/Univariate/index.md>)
- [Cache](<https://riverml.xyz/dev/api/stream/Cache/index.md>)
- [TwitchChatStream](<https://riverml.xyz/dev/api/stream/TwitchChatStream/index.md>)
- [TwitterLiveStream](<https://riverml.xyz/dev/api/stream/TwitterLiveStream/index.md>)
- [iter\_arff](<https://riverml.xyz/dev/api/stream/iter-arff/index.md>)
- [iter\_array](<https://riverml.xyz/dev/api/stream/iter-array/index.md>)
- [iter\_csv](<https://riverml.xyz/dev/api/stream/iter-csv/index.md>)
- [iter\_frame](<https://riverml.xyz/dev/api/stream/iter-frame/index.md>)
- [iter\_libsvm](<https://riverml.xyz/dev/api/stream/iter-libsvm/index.md>)
- [iter\_pandas](<https://riverml.xyz/dev/api/stream/iter-pandas/index.md>)
- [iter\_polars](<https://riverml.xyz/dev/api/stream/iter-polars/index.md>)
- [iter\_sklearn\_dataset](<https://riverml.xyz/dev/api/stream/iter-sklearn-dataset/index.md>)
- [iter\_sql](<https://riverml.xyz/dev/api/stream/iter-sql/index.md>)
- [shuffle](<https://riverml.xyz/dev/api/stream/shuffle/index.md>)
- [simulate\_qa](<https://riverml.xyz/dev/api/stream/simulate-qa/index.md>)
- [ForecastingMetric](<https://riverml.xyz/dev/api/time-series/ForecastingMetric/index.md>)
- [HoltWinters](<https://riverml.xyz/dev/api/time-series/HoltWinters/index.md>)
- [HorizonAggMetric](<https://riverml.xyz/dev/api/time-series/HorizonAggMetric/index.md>)
- [HorizonMetric](<https://riverml.xyz/dev/api/time-series/HorizonMetric/index.md>)
- [SNARIMAX](<https://riverml.xyz/dev/api/time-series/SNARIMAX/index.md>)
- [Forecaster](<https://riverml.xyz/dev/api/time-series/base/Forecaster/index.md>)
- [evaluate](<https://riverml.xyz/dev/api/time-series/evaluate/index.md>)
- [iter\_evaluate](<https://riverml.xyz/dev/api/time-series/iter-evaluate/index.md>)
- [ExtremelyFastDecisionTreeClassifier](<https://riverml.xyz/dev/api/tree/ExtremelyFastDecisionTreeClassifier/index.md>)
- [HoeffdingAdaptiveTreeClassifier](<https://riverml.xyz/dev/api/tree/HoeffdingAdaptiveTreeClassifier/index.md>)
- [HoeffdingAdaptiveTreeRegressor](<https://riverml.xyz/dev/api/tree/HoeffdingAdaptiveTreeRegressor/index.md>)
- [HoeffdingTreeClassifier](<https://riverml.xyz/dev/api/tree/HoeffdingTreeClassifier/index.md>)
- [HoeffdingTreeRegressor](<https://riverml.xyz/dev/api/tree/HoeffdingTreeRegressor/index.md>)
- [ISOUPTreeRegressor](<https://riverml.xyz/dev/api/tree/ISOUPTreeRegressor/index.md>)
- [LASTClassifier](<https://riverml.xyz/dev/api/tree/LASTClassifier/index.md>)
- [SGTClassifier](<https://riverml.xyz/dev/api/tree/SGTClassifier/index.md>)
- [SGTRegressor](<https://riverml.xyz/dev/api/tree/SGTRegressor/index.md>)
- [Branch](<https://riverml.xyz/dev/api/tree/base/Branch/index.md>)
- [Leaf](<https://riverml.xyz/dev/api/tree/base/Leaf/index.md>)
- [DynamicQuantizer](<https://riverml.xyz/dev/api/tree/splitter/DynamicQuantizer/index.md>)
- [EBSTSplitter](<https://riverml.xyz/dev/api/tree/splitter/EBSTSplitter/index.md>)
- [ExhaustiveSplitter](<https://riverml.xyz/dev/api/tree/splitter/ExhaustiveSplitter/index.md>)
- [GaussianSplitter](<https://riverml.xyz/dev/api/tree/splitter/GaussianSplitter/index.md>)
- [HistogramSplitter](<https://riverml.xyz/dev/api/tree/splitter/HistogramSplitter/index.md>)
- [QOSplitter](<https://riverml.xyz/dev/api/tree/splitter/QOSplitter/index.md>)
- [Quantizer](<https://riverml.xyz/dev/api/tree/splitter/Quantizer/index.md>)
- [Splitter](<https://riverml.xyz/dev/api/tree/splitter/Splitter/index.md>)
- [StaticQuantizer](<https://riverml.xyz/dev/api/tree/splitter/StaticQuantizer/index.md>)
- [TEBSTSplitter](<https://riverml.xyz/dev/api/tree/splitter/TEBSTSplitter/index.md>)
- [Rolling](<https://riverml.xyz/dev/api/utils/Rolling/index.md>)
- [SortedWindow](<https://riverml.xyz/dev/api/utils/SortedWindow/index.md>)
- [TimeRolling](<https://riverml.xyz/dev/api/utils/TimeRolling/index.md>)
- [VectorDict](<https://riverml.xyz/dev/api/utils/VectorDict/index.md>)
- [expand\_param\_grid](<https://riverml.xyz/dev/api/utils/expand-param-grid/index.md>)
- [log\_method\_calls](<https://riverml.xyz/dev/api/utils/log-method-calls/index.md>)
- [argmax](<https://riverml.xyz/dev/api/utils/math/argmax/index.md>)
- [chain\_dot](<https://riverml.xyz/dev/api/utils/math/chain-dot/index.md>)
- [clamp](<https://riverml.xyz/dev/api/utils/math/clamp/index.md>)
- [dot](<https://riverml.xyz/dev/api/utils/math/dot/index.md>)
- [dotvecmat](<https://riverml.xyz/dev/api/utils/math/dotvecmat/index.md>)
- [log\_sum\_2\_exp](<https://riverml.xyz/dev/api/utils/math/log-sum-2-exp/index.md>)
- [matmul2d](<https://riverml.xyz/dev/api/utils/math/matmul2d/index.md>)
- [minkowski\_distance](<https://riverml.xyz/dev/api/utils/math/minkowski-distance/index.md>)
- [norm](<https://riverml.xyz/dev/api/utils/math/norm/index.md>)
- [outer](<https://riverml.xyz/dev/api/utils/math/outer/index.md>)
- [prod](<https://riverml.xyz/dev/api/utils/math/prod/index.md>)
- [sherman\_morrison](<https://riverml.xyz/dev/api/utils/math/sherman-morrison/index.md>)
- [sigmoid](<https://riverml.xyz/dev/api/utils/math/sigmoid/index.md>)
- [sign](<https://riverml.xyz/dev/api/utils/math/sign/index.md>)
- [softmax](<https://riverml.xyz/dev/api/utils/math/softmax/index.md>)
- [woodbury\_matrix](<https://riverml.xyz/dev/api/utils/math/woodbury-matrix/index.md>)
- [normalize\_values\_in\_dict](<https://riverml.xyz/dev/api/utils/norm/normalize-values-in-dict/index.md>)
- [scale\_values\_in\_dict](<https://riverml.xyz/dev/api/utils/norm/scale-values-in-dict/index.md>)
- [humanize\_bytes](<https://riverml.xyz/dev/api/utils/pretty/humanize-bytes/index.md>)
- [print\_table](<https://riverml.xyz/dev/api/utils/pretty/print-table/index.md>)
- [exponential](<https://riverml.xyz/dev/api/utils/random/exponential/index.md>)
- [poisson](<https://riverml.xyz/dev/api/utils/random/poisson/index.md>)

## Optional

- [Benchmarks](<https://riverml.xyz/dev/benchmarks/index.md>)
- [License](<https://riverml.xyz/dev/license/index.md>)