Models

Choose AI forecasting models based on your historical data, forecasting needs, and the business decisions you want to support.

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Param Estimator


AcorrLjungbox	Param Estimator	HarshvirSandhu	—	sktime developers	statsmodels
ACSF1	Dataset (Classification)	sktime developers	—	sktime developers	—
ADICVTransformer	Transformer	shlok191, sbhobbes	—	shlok191	—
AggrDist	Transformer (Pairwise Panel)	Franz Király	MultivariateMissing valuesUnequal-length series	sktime developers	—
Aggregator	Transformer	Ciaran Gilbert	MultivariateUnequal-length series	Ciaran Gilbert	—
Airline	Dataset (Forecasting)	sktime developers	—	sktime developers	—
AlignerDTW	Aligner	tonigi, Franz Király	Unequal-length series	sktime developers	dtw-python
AlignerDtwDtai	Aligner	wannesm, probberechts +1	Unequal-length series	sktime developers	dtaidistance
AlignerDTWfromDist	Aligner	tonigi, Franz Király	Unequal-length series	sktime developers	dtw-python
AlignerDtwNumba	Aligner	Chris Holder, Tony Bagnall +1	—	sktime developers	numba
AlignerEditNumba	Aligner	Chris Holder, Tony Bagnall +1	—	sktime developers	numba
AlignerLuckyDtw	Aligner	Franz Király, Krisztian A Buza	Unequal-length series	sktime developers	—
AlignerNaive	Aligner	Franz Király	Unequal-length series	sktime developers	—
ARARForecaster	Forecaster	Akai01	Categorical featuresPrediction intervals	Akai01	—
ARCH	Forecaster	Kevin Sheppard, Vasudeva Kilaru	Exogenous variablesPrediction intervals	Vasudeva Kilaru	arch
ARDL	Forecaster	Kevin Sheppard, Kai Lion	Exogenous variables	Kai Lion	statsmodels>=0.13.0
ARIMA	Forecaster	tgsmith61591, charlesdrotar +5	Exogenous variablesMissing valuesPrediction intervals	hyang1996	pmdarima
ARLagOrderSelector	Param Estimator	satvshr	—	sktime developers	statsmodels
ArpsExponential	Forecaster	scuervo91	Categorical featuresPrediction intervals	scuervo91	—
ArpsHarmonic	Forecaster	scuervo91	Categorical featuresPrediction intervals	scuervo91	—
ArpsHyperbolic	Forecaster	scuervo91	Categorical featuresPrediction intervals	scuervo91	—
ArrowHead	Dataset (Classification)	sktime developers	—	sktime developers	—
Arsenal	Classifier	Matthew Middlehurst, kachayev	MultivariateProbabilistic prediction	kachayev	numba, joblib
AUCalibration	Metric	sktime developers	Multivariate	sktime developers	—
AuroraForecaster	Forecaster	Faakhir30, ccloud0525 +6	MultivariateCategorical featuresPrediction intervals	Faakhir30	aurora-model==0.2.0, torch, einops, transformers, torchvision, huggingface-hub, safetensors
AutoARIMA	Forecaster	tgsmith61591, charlesdrotar +5	Exogenous variablesMissing valuesPrediction intervals	hyang1996	pmdarima
AutoCorrelationTransformer	Transformer	afzal442	Unequal-length series	afzal442	statsmodels
AutoEnsembleForecaster	Forecaster	Markus Löning, Guzal Bulatova +3	Exogenous variablesCategorical features	sktime developers	—
AutoETS	Forecaster	hyang1996	Missing valuesPrediction intervals	hyang1996	statsmodels, joblib
AutoREG	Forecaster	Kevin Sheppard, jonathanbechtel +2	Exogenous variables	jonathanbechtel, mgazian000 +1	statsmodels>=0.13.0
AutoResearchForecaster	Forecaster	Benedikt Heidrich	Exogenous variablesCategorical features	sktime developers	litellm
AutoTS	Forecaster	winedarksea, MBristle	MultivariateExogenous variablesCategorical featuresPrediction intervals	MBristle	autots, pandas, statsmodels, scipy
BaggingClassifier	Classifier	Franz Király	MultivariateMissing valuesProbabilistic prediction	sktime developers	—
BaggingForecaster	Forecaster	Franz Király, ltsaprounis	MultivariateExogenous variablesMissing valuesCategorical featuresPrediction intervals	sktime developers	—
BakeOffCatalogue	Catalogue	jgyasu	—	jgyasu	tslearn
BasicMotions	Dataset (Classification)	sktime developers	—	sktime developers	—
BATS	Forecaster	cotterpl, Markus Löning +3	Categorical featuresPrediction intervals	sktime developers	pmdarima
BinarySegmentation	Detector	Alex-JG3	—	Alex-JG3	—
BKFilter	Transformer	klam-data, pyyim +1	MultivariateUnequal-length series	klam-data	statsmodels
Bollinger	Transformer	ishanpai	MultivariateUnequal-length series	sktime developers	—
BOSSEnsemble	Classifier	Matthew Middlehurst, Patrick Schäfer	Probabilistic prediction	sktime developers	numba, joblib
BOSSVSClassifierPyts	Classifier	johannfaouzi, Franz Király	Missing valuesProbabilistic prediction	sktime developers	pyts
BottomUpReconciler	Transformer	Felipe Angelim	Unequal-length series	Felipe Angelim	—
BoxCoxBiasAdjustedForecaster	Forecaster	sanskarmodi8	Exogenous variablesCategorical featuresPrediction intervals	sktime developers	—
BoxCoxTransformer	Transformer	Markus Löning, Martin Walter +1	Unequal-length series	sktime developers	scipy
BreakvarHeteroskedasticityTest	Param Estimator	HarshvirSandhu	—	sktime developers	statsmodels
CanonicalIntervalForest	Classifier	Matthew Middlehurst	MultivariateProbabilistic prediction	sktime developers	numba, joblib
CAPA	Detector	sktime developers	Multivariate	sktime developers	—
Catch22	Transformer	julnow, Matthew Middlehurst	Unequal-length series	sktime developers	numba
Catch22Classifier	Classifier	Matthew Middlehurst, RavenRudi +1	MultivariateProbabilistic prediction	RavenRudi	numba
Catch22Wrapper	Transformer	benfulcher, jmoo2880 +2	Unequal-length series	benfulcher, jmoo2880	pycatch22
CFFilter	Transformer	ken-maeda	MultivariateUnequal-length series	ken-maeda	statsmodels
Chronos2Forecaster	Forecaster	priyanshuharshbodhi1, Franz Király	MultivariateExogenous variablesCategorical features	priyanshuharshbodhi1	chronos-forecasting>=2.0.0
ChronosForecaster	Forecaster	abdulfatir, lostella +4	Categorical features	Armaghan Shakir	torch, transformers, accelerate
CINNForecaster	Forecaster	Benedikt Heidrich	Exogenous variablesCategorical features	sktime developers	FrEIA, torch
CircularBinarySegmentation	Detector	sktime developers	Multivariate	sktime developers	—
CiscoTSMForecaster	Forecaster	vedantag17	Categorical featuresPrediction intervals	vedantag17	cisco-tsm, torch, skpro>=2.14
ClaSPSegmentation	Detector	Arik Ermshaus, Patrick Schäfer	—	Arik Ermshaus	numba
ClaSPTransformer	Transformer	Arik Ermshaus, Patrick Schäfer	Unequal-length series	Arik Ermshaus	numba
ClassifierPipeline	Classifier	Franz Király	Probabilistic prediction	sktime developers	—
ClearSky	Transformer	Ciaran Gilbert	—	Ciaran Gilbert	statsmodels, joblib, scipy
ClustererAsTransformer	Transformer	Franz Király, Felipe Angelim	MultivariateMissing valuesUnequal-length series	sktime developers	—
ClustererPipeline	Clusterer	Franz Király	—	sktime developers	—
ClusterSegmenter	Detector	Ankit-1204	—	Ankit-1204	—
CNNClassifier	Classifier	Hassan Ismail Fawaz, James Large +1	Multivariate	James Large	tensorflow
CNNClassifierTorch	Classifier	Hassan Ismail Fawaz, James Large +2	Multivariate	Faakhir30	torch
CNNNetwork	Network	Hassan Ismail Fawaz, James Large +3	—	sktime developers	tensorflow
CNNRegressor	Regressor	Hassan Ismail Fawaz, Shivansh Subramanian +2	Multivariate	Shivansh Subramanian, Sagar Mishra	tensorflow
CNNRegressorTorch	Regressor	Hassan Ismail Fawaz, Shivansh Subramanian +3	Multivariate	Faakhir30	torch
CNTCClassifier	Classifier	AmaduFullah, James Large +4	Multivariate	James Large, Withington +1	tensorflow
CNTCClassifierTorch	Classifier	Felix Hirwa Nshuti, srupat	Multivariate	Felix Hirwa Nshuti, srupat	torch
CNTCNetwork	Network	James Large, Withington +3	—	James Large, Withington +1	tensorflow
CNTCRegressor	Regressor	AmaduFullah, James Large +4	Multivariate	James Large, Withington +2	tensorflow
CNTCRegressorTorch	Regressor	Felix Hirwa Nshuti, srupat	Multivariate	Felix Hirwa Nshuti, srupat	torch
ColumnConcatenator	Transformer	sktime developers	MultivariateUnequal-length series	sktime developers	—
ColumnEnsembleClassifier	Classifier	abostrom	MultivariateProbabilistic prediction	sktime developers	—
ColumnEnsembleForecaster	Forecaster	Guzal Bulatova, Markus Löning +1	MultivariateExogenous variablesCategorical featuresPrediction intervals	sktime developers	—
ColumnEnsembleTransformer	Transformer	Franz Király, Markus Löning	MultivariateMissing valuesUnequal-length series	sktime developers	—
ColumnSelect	Transformer	sktime developers	MultivariateUnequal-length series	sktime developers	—
ColumnwiseTransformer	Transformer	sktime developers	MultivariateUnequal-length series	sktime developers	—
CombinedDistance	Transformer (Pairwise Panel)	Franz Király	MultivariateMissing valuesUnequal-length series	sktime developers	—
CombineTransformers	Transformer	oresthes	MultivariateMissing values	oresthes	—
ComposableTimeSeriesForestClassifier	Classifier	Markus Löning, Ayushmaan Seth	—	Ayushmaan Seth	joblib
ComposableTimeSeriesForestRegressor	Regressor	sktime developers	—	sktime developers	joblib
ConditionalDeseasonalizer	Transformer	Markus Löning, eyalshafran +1	Unequal-length series	sktime developers	statsmodels
ConformalIntervals	Forecaster	Franz Király, bethrice44	Exogenous variablesCategorical featuresPrediction intervals	sktime developers	joblib
ConstantPwTrafoPanel	Transformer (Pairwise Panel)	Franz Király	MultivariateMissing valuesUnequal-length series	sktime developers	—
ConstraintViolation	Metric	sktime developers	Multivariate	sktime developers	—
ContractableBOSS	Classifier	Matthew Middlehurst, BINAYKUMAR943	Probabilistic prediction	BINAYKUMAR943	numba
ConvTimeNetClassifier	Classifier	Mingyue-Cheng, 0russewt0 +2	Multivariate	Tanuj-Taneja1	torch
ConvTimeNetForecaster	Forecaster	Mingyue-Cheng, 0russewt0 +2	MultivariateCategorical features	Tanuj-Taneja1	torch
ConvTranClassifierTorch	Classifier	srupat	Multivariate	srupat	torch
ConvTranRegressorTorch	Regressor	srupat	Multivariate	srupat	torch
CosineTransformer	Transformer	afzal442	MultivariateUnequal-length series	afzal442	—
CountryHolidaysTransformer	Transformer	Anirban Ray	MultivariateMissing valuesUnequal-length series	Anirban Ray	holidays
CROPS	Detector	johannvk	—	johannvk	numba
Croston	Forecaster	Riyabelle25	Categorical features	Riyabelle25	—
CRPS	Metric	sktime developers	Multivariate	sktime developers	—
CtwDistTslearn	Transformer (Pairwise Panel)	Romain Tavenard, ysoullard +2	MultivariateMissing valuesUnequal-length series	sktime developers	tslearn
CurveFitForecaster	Forecaster	Benedikt Heidrich	Categorical features	Benedikt Heidrich	—
CUSUM	Interval Scorer	Martin Tveten	—	Martin Tveten	—
CutoffFhSplitter	Splitter	sktime developers	—	sktime developers	—
CutoffSplitter	Splitter	sktime developers	—	sktime developers	—
DartsLinearRegressionModel	Forecaster	Felix Hirwa Nshuti	Exogenous variablesCategorical featuresPrediction intervals	Felix Hirwa Nshuti	u8darts>=0.29, darts>=0.29
DartsRegressionModel	Forecaster	Anirban Ray, Felix Hirwa Nshuti	Exogenous variablesCategorical features	Anirban Ray, Felix Hirwa Nshuti	u8darts>=0.29, darts>=0.29
DartsXGBModel	Forecaster	Anirban Ray, Felix Hirwa Nshuti	Exogenous variablesCategorical featuresPrediction intervals	Anirban Ray, Felix Hirwa Nshuti	u8darts>=0.29, darts>=0.29, xgboost
DateTimeFeatures	Transformer	Daniel Bartling, KishManani +1	MultivariateUnequal-length series	Vyomkesh Vyas	—
DegreeDayFeatures	Transformer	sktime developers	MultivariateUnequal-length series	sktime developers	—
DerivativeSlopeTransformer	Transformer	sktime developers	MultivariateUnequal-length series	sktime developers	—
Deseasonalizer	Transformer	Markus Löning, eyalshafran +1	Unequal-length series	sktime developers	statsmodels
DetectionCount	Metric	sktime developers	—	sktime developers	—
DetectorAsTransformer	Transformer	Franz Király	MultivariateMissing valuesUnequal-length series	sktime developers	—
DetectorPipeline	Detector	Franz Király	—	sktime developers	—
Detrender	Transformer	Markus Löning, SveaMeyer13 +2	MultivariateUnequal-length series	SveaMeyer13, KishManani	—
Differencer	Transformer	RNKuhns, Franz Király +1	MultivariateUnequal-length series	sktime developers	—
DilationMappingTransformer	Transformer	fspinna	Missing valuesUnequal-length series	fspinna	—
DirectedChamfer	Metric	sktime developers	—	sktime developers	—
DirectedHausdorff	Metric	sktime developers	—	sktime developers	—
DirectReductionForecaster	Forecaster	Franz Király	Exogenous variablesCategorical features	hliebert	—
DirectTabularRegressionForecaster	Forecaster	Markus Löning, Ayushmaan Seth +6	Exogenous variablesMissing valuesCategorical featuresPrediction intervals	sktime developers	—
DirectTimeSeriesRegressionForecaster	Forecaster	Markus Löning, Ayushmaan Seth +6	Exogenous variablesMissing valuesCategorical featuresPrediction intervals	sktime developers	—
DirRecTabularRegressionForecaster	Forecaster	Markus Löning, Ayushmaan Seth +6	Missing valuesCategorical featuresPrediction intervals	sktime developers	—
DirRecTimeSeriesRegressionForecaster	Forecaster	Markus Löning, Ayushmaan Seth +6	Missing valuesCategorical featuresPrediction intervals	sktime developers	—
DistanceFeatures	Transformer	Franz Király	MultivariateMissing valuesUnequal-length series	sktime developers	—
DistFromAligner	Transformer (Pairwise Panel)	Franz Király	MultivariateMissing valuesUnequal-length series	sktime developers	—
DistFromKernel	Transformer (Pairwise Panel)	Franz Király	MultivariateMissing valuesUnequal-length series	sktime developers	—
DOBIN	Transformer	Katie Buchhorn	MultivariateUnequal-length series	sktime developers	scipy
DontUpdate	Forecaster	Franz Király	Exogenous variablesCategorical features	sktime developers	—
DoubleMLForecaster	Forecaster	Armaghan Shakir, XAheli	Exogenous variablesMissing valuesCategorical featuresPrediction intervals	Armaghan Shakir, XAheli	—
DrCIF	Classifier	Matthew Middlehurst	MultivariateProbabilistic prediction	sktime developers	numba, joblib
DropNA	Transformer	hliebert	MultivariateUnequal-length series	hliebert	—
DtwDist	Transformer (Pairwise Panel)	Chris Holder, Tony Bagnall +1	MultivariateMissing values	sktime developers	numba
DtwDistTslearn	Transformer (Pairwise Panel)	Romain Tavenard, Yann Cabanes +1	MultivariateMissing valuesUnequal-length series	sktime developers	tslearn
DtwDtaidistMultiv	Transformer (Pairwise Panel)	wannesm, probberechts +1	MultivariateMissing valuesUnequal-length series	sktime developers	dtaidistance
DtwDtaidistUniv	Transformer (Pairwise Panel)	wannesm, probberechts +1	Missing valuesUnequal-length series	sktime developers	dtaidistance
DtwPythonDist	Transformer (Pairwise Panel)	tonigi, Franz Király	MultivariateMissing valuesUnequal-length series	sktime developers	dtw-python
DummyClassificationCatalogue	Catalogue	jgyasu	—	jgyasu	—
DummyClassifier	Classifier	ZiyaoWei	MultivariateMissing valuesUnequal-length seriesProbabilistic prediction	ZiyaoWei	—
DummyForecastingCatalogue	Catalogue	jgyasu	—	jgyasu	—
DummyGlobalForecaster	Forecaster	SimonBlanke	MultivariateExogenous variablesCategorical features	sktime developers	—
DummyRegressor	Regressor	badrmarani	MultivariateMissing valuesUnequal-length series	badrmarani	—
DummyRegularAnomalies	Detector	Franz Király	MultivariateMissing values	sktime developers	—
DummyRegularChangePoints	Detector	Franz Király	MultivariateMissing values	sktime developers	—
DWTTransformer	Transformer	vnicholson1	MultivariateUnequal-length series	sktime developers	—
DynamicFactor	Forecaster	ChadFulton, Kevin Sheppard +2	MultivariateExogenous variablesMissing valuesPrediction intervals	Ris-Bali, lbventura	statsmodels
EAgglo	Transformer	Katie Buchhorn	MultivariateUnequal-length series	Katie Buchhorn	—
EditDist	Transformer (Pairwise Panel)	Chris Holder, Tony Bagnall +1	MultivariateMissing values	sktime developers	numba
ElasticEnsemble	Classifier	jasonlines, Tony Bagnall	Probabilistic prediction	sktime developers	scikit-learn<1.8
ElbowClassPairwise	Transformer	haskarb, a-pasos-ruiz +2	Multivariate	haskarb	scipy
ElbowClassSum	Transformer	haskarb, a-pasos-ruiz +2	Multivariate	haskarb	—
EmpiricalCoverage	Metric	sktime developers	Multivariate	sktime developers	—
EmpiricalDistributionCost	Interval Scorer	johannvk	—	johannvk	—
EnbPIForecaster	Forecaster	Benedikt Heidrich	Exogenous variablesCategorical featuresPrediction intervals	sktime developers	tsbootstrap>=0.1.0
EnsembleForecaster	Forecaster	Markus Löning, Guzal Bulatova +3	MultivariateExogenous variablesCategorical features	sktime developers	—
ESRNNForecaster	Forecaster	Ankit-1204	MultivariateCategorical features	sktime developers	torch
EventTPR	Metric	sktime developers	—	sktime developers	—
EvoForestTSWM	Transformer	EvoForest	MultivariateUnequal-length series	sktime developers	numba
ExpandingCutoffSplitter	Splitter	sktime developers	—	sktime developers	—
ExpandingGreedySplitter	Splitter	sktime developers	—	sktime developers	—
ExpandingSlidingWindowSplitter	Splitter	sktime developers	—	sktime developers	—
ExpandingWindowSplitter	Splitter	sktime developers	—	sktime developers	—
ExponentialSmoothing	Forecaster	Kevin Sheppard, wooqo +2	—	Ciaran Gilbert	statsmodels
ExponentTransformer	Transformer	RNKuhns	MultivariateUnequal-length series	sktime developers	—
FABBA	Transformer	poopsiclepooding	Unequal-length series	poopsiclepooding	—
FalconTSTForecaster	Forecaster	Harryx2019, figolyd +1	MultivariateCategorical features	Armaghan Shakir	transformers[torch]>=4.23.0, <5.0.0
FalconXForecaster	Forecaster	Harryx2019, figolyd +1	MultivariateMissing valuesCategorical featuresPrediction intervals	vedantag17	requests
FallbackForecaster	Forecaster	ninedigits, RikStarmans	MultivariateExogenous variablesMissing valuesCategorical features	ninedigits	—
FalseAlarmRate	Metric	sktime developers	—	sktime developers	—
FCNClassifier	Classifier	Hassan Ismail Fawaz, James Large +2	Multivariate	James Large, Shivansh Subramanian	tensorflow
FCNClassifierTorch	Classifier	kajal-jotwani	Multivariate	kajal-jotwani	torch
FCNNetwork	Network	James Large, Shivansh Subramanian +1	—	sktime developers	tensorflow
FCNRegressor	Regressor	Hassan Ismail Fawaz, James Large +3	Multivariate	James Large, Shivansh Subramanian +1	tensorflow
FCNRegressorTorch	Regressor	kajal-jotwani	Multivariate	kajal-jotwani	torch
FeatureSelection	Transformer	Martin Walter	MultivariateUnequal-length series	sktime developers	—
FeatureUnion	Transformer	Franz Király, Markus Löning	MultivariateUnequal-length series	sktime developers	—
FhPlexForecaster	Forecaster	Franz Király	MultivariateExogenous variablesMissing valuesCategorical featuresPrediction intervals	sktime developers	—
Filter	Transformer	sveameyer13	MultivariateUnequal-length series	sktime developers	mne
FinancialHolidaysTransformer	Transformer	Anirban Ray	MultivariateMissing valuesUnequal-length series	Anirban Ray	holidays
FitInTransform	Transformer	Martin Walter, Franz Király	MultivariateUnequal-length series	sktime developers	—
FittedParamExtractor	Transformer	Markus Löning	Unequal-length series	sktime developers	joblib
FixedParams	Param Estimator	Franz Király	MultivariateMissing values	sktime developers	—
FlatDist	Transformer (Pairwise Panel)	Franz Király	MultivariateMissing values	sktime developers	—
FlowStateForecaster	Forecaster	largraf, bohnstingl +3	Categorical featuresPrediction intervals	Faakhir30	granite-tsfm>=0.3.5, torch, transformers, accelerate
ForecastByLevel	Forecaster	Franz Király	MultivariateExogenous variablesMissing valuesCategorical features	sktime developers	—
ForecastingData	Dataset (Forecasting)	sktime developers	—	sktime developers	—
ForecastingGridSearchCV	Forecaster	Markus Löning, Franz Király +1	MultivariateExogenous variablesCategorical featuresPrediction intervals	sktime developers	—
ForecastingHorizonSplitter	Splitter	sktime developers	—	sktime developers	—
ForecastingOptCV	Forecaster	Franz Király	Exogenous variablesCategorical features	Franz Király	hyperactive>=5
ForecastingOptunaSearchCV	Forecaster	gareth-brown-86, mk406 +1	MultivariateExogenous variablesCategorical featuresPrediction intervals	gareth-brown-86, mk406	optuna
ForecastingPipeline	Forecaster	Markus Löning, Franz Király +1	MultivariateExogenous variablesMissing valuesCategorical featuresPrediction intervals	sktime developers	—
ForecastingRandomizedSearchCV	Forecaster	Markus Löning, Franz Király +1	MultivariateExogenous variablesCategorical featuresPrediction intervals	sktime developers	—
ForecastingSkoptSearchCV	Forecaster	HazrulAkmal	MultivariateExogenous variablesCategorical featuresPrediction intervals	HazrulAkmal	scikit-optimize
ForecastKnownValues	Forecaster	Franz Király, Robert Kübler	MultivariateCategorical features	sktime developers	—
ForecastX	Forecaster	Franz Király, Benedikt Heidrich +1	MultivariateExogenous variablesMissing valuesCategorical featuresPrediction intervals	sktime developers	—
FourierFeatures	Transformer	ltsaprounis, blazingbhavneek	Multivariate	sktime developers	—
FourierTransform	Transformer	sktime developers	Unequal-length series	sktime developers	—
FreshPRINCE	Classifier	Matthew Middlehurst	MultivariateProbabilistic prediction	sktime developers	tsfresh, tsfresh>=0.21, scipy<1.15
FunctionParamFitter	Param Estimator	tpvasconcelos	Missing values	tpvasconcelos	—
FunctionTransformer	Transformer	BoukePostma	MultivariateMissing valuesUnequal-length series	sktime developers	—
GAKernel	Transformer (Pairwise Panel)	Romain Tavenard, Yann Cabanes +1	MultivariateMissing valuesUnequal-length series	sktime developers	tslearn
GaussianCost	Interval Scorer	Martin Tveten	—	Martin Tveten	—
GaussianHMM	Detector	Mirae Parker	—	Mirae Parker	hmmlearn
GeometricMeanAbsoluteError	Metric	sktime developers	Multivariate	sktime developers	—
GeometricMeanRelativeAbsoluteError	Metric	sktime developers	Multivariate	sktime developers	—
GeometricMeanRelativeSquaredError	Metric	sktime developers	Multivariate	sktime developers	—
GeometricMeanSquaredError	Metric	sktime developers	Multivariate	sktime developers	—
GMMHMM	Detector	Mirae Parker	—	Mirae Parker	hmmlearn
GreedyGaussianSegmentation	Detector	lmmentel	—	sktime developers	—
GreykiteForecaster	Forecaster	sktime developers	Exogenous variablesMissing valuesCategorical features	sktime developers	greykite>=1.0.0
GroupbyCategoryForecaster	Forecaster	Felipe Angelim, shlok191	MultivariateExogenous variablesCategorical features	Felipe Angelim	—
GRUClassifier	Classifier	Felix Hirwa Nshuti	Multivariate	Felix Hirwa Nshuti	torch
GRUFCNNClassifier	Classifier	NellyElsayed, Felix Hirwa Nshuti	Multivariate	Felix Hirwa Nshuti	torch
GunPoint	Dataset (Classification)	sktime developers	—	sktime developers	—
HampelDetector	Detector	SpitFire19	—	SpitFire19	—
HampelFilter	Transformer	Martin Walter	Missing valuesUnequal-length series	sktime developers	—
HCrystalBallAdapter	Forecaster	MichalChromcak	Categorical features	MichalChromcak	hcrystalball, setuptools<82
HFTransformersForecaster	Forecaster	Benedikt Heidrich, Armaghan Shakir	Exogenous variablesCategorical features	Benedikt Heidrich, Armaghan Shakir	transformers, torch
Hidalgo	Transformer	Katie Buchhorn	MultivariateUnequal-length series	sktime developers	—
HierarchicalProphet	Forecaster	Felipe Angelim	Exogenous variablesCategorical featuresPrediction intervals	Felipe Angelim	prophetverse
HierarchicalSalesToydata	Dataset (Forecasting)	sktime developers	—	sktime developers	—
HierarchyEnsembleForecaster	Forecaster	Vyomkesh Vyas, sanskarmodi8	MultivariateExogenous variablesCategorical features	Vyomkesh Vyas	—
HilbertTransformer	Transformer	ved197338	MultivariateUnequal-length series	sktime developers	—
HIVECOTEV1	Classifier	Matthew Middlehurst	Probabilistic prediction	sktime developers	numba
HIVECOTEV2	Classifier	Matthew Middlehurst	MultivariateProbabilistic prediction	sktime developers	numba
HMM	Detector	Mirae Parker	—	Mirae Parker	—
HOG1DTransformer	Transformer	vnicholson1	MultivariateUnequal-length series	sktime developers	—
HolidayFeatures	Transformer	Markus Löning, Vyomkesh Vyas	MultivariateMissing valuesUnequal-length series	Vyomkesh Vyas	holidays
HPFilter	Transformer	ken_maeda	Unequal-length series	ken_maeda	statsmodels
HurstExponentTransformer	Transformer	Aryan Saini	Unequal-length series	sktime developers	—
HyperTreeARForecaster	Forecaster	StatMixedML, kashif +1	Exogenous variablesCategorical features	oberoir080	hypertrees-forecasting>=0.2
HyperTreeNetARForecaster	Forecaster	StatMixedML, kashif +1	Exogenous variablesCategorical features	aminehd	hypertrees-forecasting>=0.2
Id	Transformer	Franz Király	MultivariateMissing valuesUnequal-length series	sktime developers	—
IgnoreX	Forecaster	sktime developers	Exogenous variablesCategorical features	sktime developers	—
ImpulseResponseFunction	Param Estimator	OldPatrick	Multivariate	sktime developers	statsmodels
Imputer	Transformer	Martin Walter	MultivariateMissing valuesUnequal-length series	sktime developers	—
InceptionTimeClassifier	Classifier	Hassan Ismail Fawaz, James Large +1	Multivariate	James Large	tensorflow
InceptionTimeClassifierTorch	Classifier	Hassan Ismail Fawaz, James Large +1	Multivariate	Faakhir30	torch
InceptionTimeNetwork	Network	Hassan Ismail Fawaz, JamesLarge +2	—	sktime developers	tensorflow
InceptionTimeRegressor	Regressor	Hassan Ismail Fawaz, James Large +1	Multivariate	James Large, niles05apr	tensorflow
InceptionTimeRegressorTorch	Regressor	Faakhir30	Multivariate	Faakhir30	torch
IndepDist	Transformer (Pairwise Panel)	Franz Király	MultivariateMissing valuesUnequal-length series	sktime developers	—
IndexSubset	Transformer	Franz Király	MultivariateUnequal-length series	sktime developers	—
IndividualBOSS	Classifier	Matthew Middlehurst, Patrick Schäfer	—	sktime developers	numba, joblib
IndividualTDE	Classifier	Matthew Middlehurst	Multivariate	sktime developers	numba
InformationGainSegmentation	Object	lmmentel	—	sktime developers	—
InstanceSplitter	Splitter	sktime developers	—	sktime developers	—
IntervalSegmenter	Transformer	Markus Löning	Unequal-length series	sktime developers	—
IntervalWidth	Metric	sktime developers	Multivariate	sktime developers	—
InvertAugmenter	Transformer	Philipp Kortmann, MFehsenfeld +1	MultivariateUnequal-length series	Philipp Kortmann, MFehsenfeld +1	—
InvertTransform	Transformer	Franz Király	MultivariateUnequal-length series	sktime developers	—
ItalyPowerDemand	Dataset (Classification)	sktime developers	—	sktime developers	—
IxToX	Transformer	Franz Király, Robert Kübler	MultivariateUnequal-length series	sktime developers	—
JapaneseVowels	Dataset (Classification)	sktime developers	—	sktime developers	—
JarqueBera	Param Estimator	HarshvirSandhu	—	sktime developers	statsmodels
JohansenCointegration	Param Estimator	OldPatrick	Multivariate	sktime developers	statsmodels
KalmanFilterTransformerFP	Transformer	NoaWegerhoff, lielleravid	MultivariateMissing values	NoaWegerhoff	filterpy, pykalman
KalmanFilterTransformerPK	Transformer	duckworthd, NoaWegerhoff +3	MultivariateMissing values	NoaWegerhoff	pykalman
KalmanFilterTransformerSIMD	Transformer	oseiskar	MultivariateMissing values	oseiskar	simdkalman
KernelFromDist	Transformer (Pairwise Panel)	Franz Király	MultivariateMissing valuesUnequal-length series	sktime developers	—
KinematicFeatures	Transformer	Franz Király	MultivariateUnequal-length series	sktime developers	—
KLDivergenceDoubleExponential	Metric	michaelellis003	Multivariate	michaelellis003	—
KLDivergenceNormal	Metric	michaelellis003	Multivariate	michaelellis003	—
KLDivergenceSingleExponential	Metric	michaelellis003	Multivariate	michaelellis003	—
KNeighborsTimeSeriesClassifier	Classifier	jasonlines, Tony Bagnall +2	MultivariateMissing valuesUnequal-length seriesProbabilistic prediction	sktime developers	—
KNeighborsTimeSeriesClassifierPyts	Classifier	johannfaouzi, Franz Király	Missing valuesProbabilistic prediction	sktime developers	pyts, scikit-learn<1.8
KNeighborsTimeSeriesClassifierTslearn	Classifier	Romain Tavenard, Franz Király	Multivariate	sktime developers	tslearn
KNeighborsTimeSeriesRegressor	Regressor	Franz Király	MultivariateMissing valuesUnequal-length series	sktime developers	—
KronosForecaster	Forecaster	shiyu-coder, Armaghan Shakir	MultivariateCategorical features	Armaghan Shakir	torch, einops, huggingface_hub, tqdm, safetensors
L1Cost	Interval Scorer	johannvk	—	johannvk	—
L2Cost	Interval Scorer	Martin Tveten	—	Martin Tveten	—
L2Saving	Interval Scorer	Martin Tveten	—	Martin Tveten	—
Lag	Transformer	Franz Király	MultivariateMissing valuesUnequal-length series	sktime developers	—
LagLlamaForecaster	Forecaster	Pranav Prajapati	Categorical featuresPrediction intervals	Pranav Prajapati	gluonts>=0.14.0, torch, lightning>=2.0, huggingface_hub
LaplaceCost	Interval Scorer	johannvk	—	johannvk	—
LcssTslearn	Transformer (Pairwise Panel)	danisodu, Romain Tavenard +1	MultivariateMissing valuesUnequal-length series	sktime developers	tslearn
LinearRegressionCost	Interval Scorer	johannvk	—	johannvk	—
LinearTrendCost	Interval Scorer	johannvk	—	johannvk	—
Logger	Transformer	Franz Király	MultivariateMissing valuesUnequal-length series	sktime developers	—
LogLoss	Metric	sktime developers	Multivariate	sktime developers	—
LogTransformer	Transformer	sktime developers	MultivariateUnequal-length series	sktime developers	—
Longley	Dataset (Forecasting)	sktime developers	—	sktime developers	—
LSTMFCNClassifier	Classifier	Jack Russon, solen0id +1	Multivariate	Jack Russon, solen0id	tensorflow
LSTMFCNClassifierTorch	Classifier	Jack Russon, solen0id +1	Multivariate	Faakhir30	torch
LSTMFCNNetwork	Network	Jack Russon, solen0id +1	—	sktime developers	tensorflow
LSTMFCNRegressor	Regressor	Jack Russon, solen0id +2	Multivariate	Jack Russon, solen0id +1	tensorflow
LSTMFCNRegressorTorch	Regressor	Jack Russon, solen0id +2	Multivariate	Faakhir30	torch
LTSFDLinearForecaster	Forecaster	mixiancmx, ailingzengzzz +1	MultivariateCategorical features	Luca Miniati	torch
LTSFLinearForecaster	Forecaster	mixiancmx, ailingzengzzz +1	MultivariateCategorical features	Luca Miniati	torch
LTSFNLinearForecaster	Forecaster	mixiancmx, ailingzengzzz +1	MultivariateCategorical features	Luca Miniati	torch
LTSFTransformerForecaster	Forecaster	mixiancmx, ailingzengzzz +1	MultivariateCategorical features	Armaghan Shakir	torch
LuckyDtwDist	Transformer (Pairwise Panel)	Franz Király, Kristian A Buza	MultivariateUnequal-length series	sktime developers	—
Lynx	Dataset (Forecasting)	sktime developers	—	sktime developers	—
M4CompetitionCatalogueDaily	Catalogue	jgyasu	—	jgyasu	—
M4CompetitionCatalogueHourly	Catalogue	jgyasu	—	jgyasu	—
M4CompetitionCatalogueMonthly	Catalogue	jgyasu	—	jgyasu	—
M4CompetitionCatalogueQuarterly	Catalogue	jgyasu	—	jgyasu	—
M4CompetitionCatalogueWeekly	Catalogue	jgyasu	—	jgyasu	—
M4CompetitionCatalogueYearly	Catalogue	jgyasu	—	jgyasu	—
M5Dataset	Dataset (Forecasting)	sktime developers	—	sktime developers	—
MACNNClassifier	Classifier	Jack Russon, Gregor Ehrensperger	Multivariate	Jack Russon	tensorflow
MACNNClassifierTorch	Classifier	Jack Russon, Gregor Ehrensperger +1	Multivariate	Faakhir30	torch
MACNNNetwork	Network	Jack Russon, Gregor Ehrensperger	—	sktime developers	tensorflow
MACNNRegressor	Regressor	Jack Russon, Gregor Ehrensperger	Multivariate	Jack Russon, Nilesh Kumar	tensorflow
MACNNRegressorTorch	Regressor	Jack Russon, Gregor Ehrensperger +1	Multivariate	Faakhir30	torch
Macroeconomic	Dataset (Forecasting)	sktime developers	—	sktime developers	statsmodels
MantisClassifier	Classifier	vedantag17	Multivariate	vedantag17	mantis-tsfm>=1.0.0, torch
MantisForecaster	Forecaster	vedantag17	MultivariateCategorical features	sktime developers	mantis-tsfm>=1.0.0, torch
MAPAForecaster	Forecaster	trnnick, Aryan Saini +1	Exogenous variablesCategorical features	sktime developers	statsmodels
MatrixProfileClassifier	Classifier	Matthew Middlehurst	Probabilistic prediction	sktime developers	scikit-learn!=1.3.0
MatrixProfileFeatures	Transformer	Claudia Rincon Sanchez	Unequal-length series	sktime developers	—
MatrixProfileTransformer	Transformer	seanlaw, NimaSarajpoor +1	Unequal-length series	sktime developers	stumpy, numpy
MCDCNNClassifier	Classifier	Hassan Ismail Fawaz, James Large +1	Multivariate	James Large	tensorflow
MCDCNNClassifierTorch	Classifier	Hassan Ismail Fawaz, James Large +1	Multivariate	Faakhir30	torch
MCDCNNNetwork	Network	Hassan Ismail Fawaz, James Large +2	—	sktime developers	tensorflow
MCDCNNRegressor	Regressor	Hassan Ismail Fawaz, James Large +1	Multivariate	sktime developers	tensorflow
MCDCNNRegressorTorch	Regressor	Hassan Ismail Fawaz, James Large +1	Multivariate	Armaghan Shakir, RecreationalMath	torch
MCRecursiveProbaReductionForecaster	Forecaster	Marc Rovira	MultivariateExogenous variablesCategorical featuresPrediction intervals	sktime developers	skpro>=2, <3.0.0
MeanAbsoluteError	Metric	sktime developers	Multivariate	sktime developers	—
MeanAbsolutePercentageError	Metric	sktime developers	Multivariate	sktime developers	—
MeanAbsolutePercentageErrorStabilized	Metric	michaelellis003	Multivariate	michaelellis003	—
MeanAbsoluteScaledError	Metric	sktime developers	Multivariate	sktime developers	—
MeanArctangentAbsolutePercentageError	Metric	sktime developers	Multivariate	sktime developers	—
MeanAsymmetricError	Metric	sktime developers	Multivariate	sktime developers	—
MeanDetectionOffset	Metric	sktime developers	—	sktime developers	—
MeanLinexError	Metric	sktime developers	Multivariate	sktime developers	—
MeanRelativeAbsoluteError	Metric	sktime developers	Multivariate	sktime developers	—
MeanSquaredError	Metric	sktime developers	Multivariate	sktime developers	—
MeanSquaredErrorPercentage	Metric	sktime developers	Multivariate	sktime developers	—
MeanSquaredLogError	Metric	sktime developers	Multivariate	sktime developers	—
MeanSquaredPercentageError	Metric	sktime developers	Multivariate	sktime developers	—
MeanSquaredScaledError	Metric	sktime developers	Multivariate	sktime developers	—
MedianAbsoluteError	Metric	sktime developers	Multivariate	sktime developers	—
MedianAbsolutePercentageError	Metric	sktime developers	Multivariate	sktime developers	—
MedianAbsoluteScaledError	Metric	sktime developers	Multivariate	sktime developers	—
MedianRelativeAbsoluteError	Metric	sktime developers	Multivariate	sktime developers	—
MedianSquaredError	Metric	sktime developers	Multivariate	sktime developers	—
MedianSquaredPercentageError	Metric	sktime developers	Multivariate	sktime developers	—
MedianSquaredScaledError	Metric	sktime developers	Multivariate	sktime developers	—
Merger	Transformer	Benedikt Heidrich	MultivariateUnequal-length series	Benedikt Heidrich	—
MiddleOutReconciler	Transformer	Felipe Angelim	Unequal-length series	Felipe Angelim	—
MiniRocket	Transformer	Angus Dempster	Unequal-length series	Angus Dempster	numba
MiniRocketMultivariate	Transformer	Angus Dempster	MultivariateUnequal-length series	Angus Dempster	numba
MiniRocketMultivariateCython	Transformer	sssilvar	MultivariateUnequal-length series	sssilvar	sktime-cython
MiniRocketMultivariateVariable	Transformer	Angus Dempster, michaelfeil	MultivariateUnequal-length series	Angus Dempster, michaelfeil	numba
MIRAForecaster	Forecaster	Faakhir30, HaoBytes +10	Categorical features	Faakhir30	torch, torchdiffeq, transformers==4.40.1, accelerate==0.28.0
MLPClassifier	Classifier	Hassan Ismail Fawaz, James Large +2	Multivariate	James Large, Shivansh Subramanian	tensorflow
MLPClassifierTorch	Classifier	RecreationalMath	Multivariate	RecreationalMath	torch
MLPNetwork	Network	Hassan Ismail Fawaz, James Large +3	—	sktime developers	tensorflow
MLPRegressor	Regressor	Hassan Ismail Fawaz, James Large +3	Multivariate	James Large, Shivansh Subramanian +1	tensorflow
MLPRegressorTorch	Regressor	Hassan Ismail Fawaz, James Large +3	Multivariate	Faakhir30	torch
Moirai2Forecaster	Forecaster	gorold, chenghaoliu89 +2	Exogenous variablesCategorical features	priyanshuharshbodhi1	gluonts, torch, einops, huggingface_hub, hf-xet, lightning, hydra-core, safetensors
MOIRAIForecaster	Forecaster	gorold, chenghaoliu89 +3	Exogenous variablesCategorical features	Pranav Prajapati	gluonts, torch, einops, huggingface_hub, hf-xet, lightning, hydra-core, safetensors
MomentFMAnomalyDetector	Detector	mononitogoswami, KonradSzafer +2	Multivariate	Faakhir30	torch, tqdm, huggingface-hub, hf-xet, accelerate, transformers
MomentFMClassifier	Classifier	Julian Fong	Multivariate	Julian Fong	torch, tqdm, huggingface-hub, hf-xet, accelerate, transformers
MomentFMForecaster	Forecaster	Julian Fong	MultivariateCategorical features	Julian Fong	torch, tqdm, huggingface-hub, hf-xet, accelerate, transformers
MovingBlockBootstrapTransformer	Transformer	sktime developers	Unequal-length series	sktime developers	—
MovingWindow	Detector	Martin Tveten	—	Martin Tveten	—
MrSEQL	Classifier	lnthach, heerme +1	—	lnthach, heerme +1	mrseql, numba
MrSQM	Classifier	lnthach, heerme +1	—	lnthach, heerme +1	mrsqm, numba
MSEnormalizedBySD	Metric	michaelellis003	Multivariate	michaelellis003	—
MSTL	Transformer	Luca Miniati, Franz Király	Unequal-length series	Luca Miniati	statsmodels
MultioutputTabularRegressionForecaster	Forecaster	Markus Löning, Ayushmaan Seth +6	Exogenous variablesMissing valuesCategorical featuresPrediction intervals	sktime developers	—
MultioutputTimeSeriesRegressionForecaster	Forecaster	Markus Löning, Ayushmaan Seth +6	Exogenous variablesMissing valuesCategorical featuresPrediction intervals	sktime developers	—
MultiplexClassifier	Classifier	Franz Király	MultivariateMissing valuesUnequal-length seriesProbabilistic prediction	sktime developers	—
MultiplexForecaster	Forecaster	kkoralturk, Martin Walter +2	MultivariateExogenous variablesCategorical features	sktime developers	—
MultiplexRegressor	Regressor	ksharma6	MultivariateMissing valuesUnequal-length series	sktime developers	—
MultiplexTransformer	Transformer	Mirae Parker, Franz Király	MultivariateUnequal-length series	sktime developers	—
MultiRocket	Transformer	ChangWeiTan, fstinner +1	Unequal-length series	ChangWeiTan, fstinner +1	numba
MultiRocketMultivariate	Transformer	ChangWeiTan, fstinner +1	MultivariateUnequal-length series	ChangWeiTan, fstinner +1	numba
MultivariateGaussianCost	Interval Scorer	johannvk, Martin Tveten	—	johannvk	—
MultivariateTCost	Interval Scorer	johannvk	—	johannvk	—
MUSE	Classifier	Patrick Schäfer, BINAYKUMAR943	MultivariateProbabilistic prediction	BINAYKUMAR943	numba
MVTSTransformerClassifier	Classifier	gzerveas, Armaghan Shakir	Multivariate	Armaghan Shakir	torch
NaiveForecaster	Forecaster	Markus Löning, piyush1729 +6	Missing valuesCategorical featuresPrediction intervals	sktime developers	—
NaiveVariance	Forecaster	Franz Király, bethrice44	Exogenous variablesCategorical featuresPrediction intervals	sktime developers	—
NeuralForecastDilatedRNN	Forecaster	Anirban Ray, Armaghan Shakir +2	Exogenous variablesCategorical features	Anirban Ray	neuralforecast>=1.6.4, <4.0.0
NeuralForecastGRU	Forecaster	Anirban Ray, Armaghan Shakir +2	Exogenous variablesCategorical features	Anirban Ray	neuralforecast>=1.6.4, <4.0.0
NeuralForecastLSTM	Forecaster	Pranav Prajapati, Anirban Ray	Exogenous variablesCategorical features	Pranav Prajapati	neuralforecast>=1.6.4, <4.0.0
NeuralForecastRNN	Forecaster	Anirban Ray, Armaghan Shakir +2	Exogenous variablesCategorical features	Anirban Ray	neuralforecast>=1.6.4, <4.0.0
NeuralForecastTCN	Forecaster	Anirban Ray, Armaghan Shakir +2	Exogenous variablesCategorical features	Anirban Ray	neuralforecast>=1.6.4, <4.0.0
NeuralProphet	Forecaster	vedantag17	Exogenous variablesMissing valuesCategorical features	vedantag17	neuralprophet, setuptools, numpy<2, scipy<1.16, pandas<3
NonNegativeOptimalReconciler	Transformer	Felipe Angelim	Unequal-length series	Felipe Angelim	cvxpy
OnlineEnsembleForecaster	Forecaster	magittan, Markus Löning	Categorical features	magittan	—
OptimalReconciler	Transformer	Felipe Angelim	Unequal-length series	Felipe Angelim	—
OptionalPassthrough	Transformer	Martin Walter, Franz Király	MultivariateUnequal-length series	sktime developers	—
OSULeaf	Dataset (Classification)	sktime developers	—	sktime developers	—
OverallWeightedAverage	Metric	sktime developers	Multivariate	sktime developers	statsmodels
PAA	Transformer	steenrotsman	Unequal-length series	steenrotsman	—
PAAlegacy	Transformer	Matthew Middlehurst	MultivariateUnequal-length series	sktime developers	—
PaddingTransformer	Transformer	abostrom	MultivariateUnequal-length series	abostrom	—
PandasTransformAdaptor	Transformer	sktime developers	MultivariateUnequal-length series	sktime developers	—
ParamFitterPipeline	Param Estimator	Franz Király	MultivariateMissing values	sktime developers	—
PartialAutoCorrelationTransformer	Transformer	sktime developers	Unequal-length series	sktime developers	statsmodels
PatchTSMixerForecaster	Forecaster	Faakhir30, ajati +4	MultivariateCategorical features	Faakhir30	granite-tsfm>=0.3.5, torch, transformers, accelerate
PatchTSTForecaster	Forecaster	Julian Fong, Armaghan Shakir +4	MultivariateCategorical features	Julian Fong	transformers, torch, accelerate
PBS	Dataset (Forecasting)	sktime developers	—	sktime developers	—
PCATransformer	Transformer	prockenschaub, Franz Király	MultivariateUnequal-length series	prockenschaub	—
PeakTimeFeature	Transformer	ali-parizad	MultivariateUnequal-length series	ali-parizad	—
PELT	Detector	Martin Tveten, johannvk	—	Martin Tveten, johannvk	numba
PenalisedScore	Interval Scorer	Martin Tveten	—	Martin Tveten	—
Permute	Forecaster	Martin Walter	MultivariateExogenous variablesMissing valuesCategorical featuresPrediction intervals	sktime developers	—
PinballLoss	Metric	sktime developers	Multivariate	sktime developers	—
Pipeline	Object	sktime developers	—	sktime developers	—
PLAID	Dataset (Classification)	sktime developers	—	sktime developers	—
PlateauFinder	Transformer	Markus Löning	Unequal-length series	sktime developers	—
PluginParamsForecaster	Forecaster	Franz Király	MultivariateExogenous variablesCategorical features	sktime developers	—
PluginParamsTransformer	Transformer	Franz Király	MultivariateUnequal-length series	sktime developers	—
PoissonCost	Interval Scorer	johannvk	—	johannvk	—
PoissonHMM	Detector	Mirae Parker	—	Mirae Parker	hmmlearn
PolynomialTrendForecaster	Forecaster	TensorFlow, Markus Löning +3	Categorical featuresPrediction intervals	TensorFlow	—
ProbabilityThresholdEarlyClassifier	Classifier	sktime developers	Multivariate	sktime developers	—
Prophet	Forecaster	bletham, tcuongd +3	Exogenous variablesMissing valuesPrediction intervals	sktime developers	prophet
ProphetPiecewiseLinearTrendForecaster	Forecaster	sbuse, bletham +1	Missing valuesPrediction intervals	sbuse	prophet
Prophetverse	Forecaster	Felipe Angelim	Exogenous variablesCategorical featuresPrediction intervals	Felipe Angelim	prophetverse>=0.8.0
ProximityForest	Classifier	George Oastler, moradabaz	Probabilistic prediction	George Oastler, moradabaz	numba
ProximityStump	Classifier	George Oastler, moradabaz	—	George Oastler, moradabaz	—
ProximityTree	Classifier	George Oastler, moradabaz	Probabilistic prediction	George Oastler, moradabaz	numba
PwTrafoPanelPipeline	Transformer (Pairwise Panel)	Franz Király	MultivariateMissing valuesUnequal-length series	sktime developers	—
PyFableARIMA	Forecaster	ericjb	Exogenous variablesCategorical featuresPrediction intervals	ericjb	rpy2
PyKANForecaster	Forecaster	Benedikt Heidrich	Exogenous variablesCategorical features	Benedikt Heidrich	pykan, torch, matplotlib, tqdm
PyODDetector	Detector	Markus Löning, satya-pattnaik +1	—	satya-pattnaik	pyod
PytorchForecastingDeepAR	Forecaster	Xinyu Wu	Exogenous variablesCategorical featuresPrediction intervals	Xinyu Wu	pytorch-forecasting>=1.8.0, torch, lightning
PytorchForecastingNBeats	Forecaster	Xinyu Wu	Categorical features	Xinyu Wu	pytorch-forecasting>=1.8.0, torch, lightning
PytorchForecastingNHiTS	Forecaster	Xinyu Wu	Exogenous variablesCategorical featuresPrediction intervals	Xinyu Wu	pytorch-forecasting>=1.8.0, torch, lightning
PytorchForecastingTFT	Forecaster	Xinyu Wu	Exogenous variablesCategorical featuresPrediction intervals	Xinyu Wu	pytorch-forecasting>=1.8.0, torch, lightning
RandIndex	Metric	sktime developers	—	sktime developers	—
RandomIntervalClassifier	Classifier	Matthew Middlehurst	MultivariateProbabilistic prediction	sktime developers	—
RandomIntervalFeatureExtractor	Transformer	sktime developers	Unequal-length series	sktime developers	—
RandomIntervals	Transformer	Matthew Middlehurst	Multivariate	sktime developers	—
RandomIntervalSegmenter	Transformer	Markus Löning	Unequal-length series	sktime developers	—
RandomIntervalSpectralEnsemble	Classifier	Tony Bagnall	Probabilistic prediction	sktime developers	numba, joblib
RandomSamplesAugmenter	Transformer	Philipp Kortmann, MFehsenfeld +1	MultivariateUnequal-length series	Philipp Kortmann, MFehsenfeld +1	—
RandomShapeletTransform	Transformer	Matthew Middlehurst, jasonlines +1	MultivariateUnequal-length series	dguijo	numba, joblib
RankCost	Interval Scorer	johannvk	—	johannvk	—
RBFForecaster	Forecaster	Aryan Saini	Categorical features	Aryan Saini	torch
RBFTransformer	Transformer	Aryan Saini	MultivariateUnequal-length series	Aryan Saini	—
Reconciler	Transformer	Ciaran Gilbert, eenticott-shell +1	Unequal-length series	Ciaran Gilbert	—
ReconcilerForecaster	Forecaster	Ciaran Gilbert, Felipe Angelim	Exogenous variablesCategorical features	Ciaran Gilbert, Felipe Angelim	—
RecursiveReductionForecaster	Forecaster	Franz Király	Exogenous variablesCategorical features	sktime developers	—
RecursiveTabularRegressionForecaster	Forecaster	Markus Löning, Ayushmaan Seth +6	Exogenous variablesMissing valuesCategorical featuresPrediction intervals	sktime developers	—
RecursiveTimeSeriesRegressionForecaster	Forecaster	Markus Löning, Ayushmaan Seth +6	Exogenous variablesMissing valuesCategorical featuresPrediction intervals	sktime developers	—
ReducerTransform	Transformer	sktime developers	MultivariateMissing valuesUnequal-length series	sktime developers	—
RegressorPipeline	Regressor	sktime developers	—	sktime developers	—
RelativeLoss	Metric	sktime developers	Multivariate	sktime developers	—
Repeat	Splitter	sktime developers	—	sktime developers	—
RepeatBootstrapTransformer	Transformer	Franz Király	MultivariateMissing valuesUnequal-length series	sktime developers	—
ResidualBoostingForecaster	Forecaster	Sanchay117, Felipe Angelim	Exogenous variablesPrediction intervals	sktime developers	—
ResNetClassifier	Classifier	Hassan Ismail Fawaz, James Large +3	Multivariate	James Large, Shivansh Subramanian +1	tensorflow
ResNetClassifierTorch	Classifier	srupat	Multivariate	srupat	torch
ResNetNetwork	Network	Hassan Ismail Fawaz, James Large +3	—	sktime developers	tensorflow
ResNetRegressor	Regressor	Hassan Ismail Fawaz, James Large +2	Multivariate	Withington	tensorflow
ResNetRegressorTorch	Regressor	srupat	Multivariate	srupat	torch
ReverseAugmenter	Transformer	Philipp Kortmann, MFehsenfeld +1	MultivariateUnequal-length series	Philipp Kortmann, MFehsenfeld +1	—
RMSEnormalizedByIQR	Metric	michaelellis003	Multivariate	michaelellis003	—
RNNNetwork	Network	James Large, Withington +3	—	sktime developers	tensorflow
Rocket	Transformer	Angus Dempster	MultivariateUnequal-length series	Angus Dempster	numba
RocketClassifier	Classifier	Matthew Middlehurst, victordremov +1	Multivariate	victordremov	numba
RocketPyts	Transformer	johannfaouzi, Franz Király	Unequal-length series	sktime developers	pyts
RocketRegressor	Regressor	Franz Király	Multivariate	sktime developers	numba
SameLocSplitter	Splitter	sktime developers	—	sktime developers	—
SARIMAX	Forecaster	chadfulton, Kevin Sheppard +4	Exogenous variablesPrediction intervals	TNTran92, Anirban Ray	statsmodels
SavitzkyGolayTransformer	Transformer	ved197338	MultivariateUnequal-length series	sktime developers	—
SAX	Transformer	steenrotsman	Unequal-length series	steenrotsman	—
SAXlegacy	Transformer	Matthew Middlehurst	Unequal-length series	sktime developers	—
ScaledAsinhTransformer	Transformer	ali-parizad	MultivariateUnequal-length series	ali-parizad	—
ScaledLogitTransformer	Transformer	ltsaprounis	MultivariateUnequal-length series	sktime developers	—
SCINetForecaster	Forecaster	ailingzengzzz, AlexMinhao +3	MultivariateCategorical features	Sohaib-Ahmed21	torch
ScipyDist	Transformer (Pairwise)	Franz Király	—	sktime developers	—
SeasonalDummiesOneHot	Transformer	ericjb	MultivariateMissing values	sktime developers	—
SeasonalityACF	Param Estimator	Franz Király	Missing values	sktime developers	statsmodels
SeasonalityACFqstat	Param Estimator	Franz Király	Missing values	sktime developers	statsmodels
SeasonalityPeriodogram	Param Estimator	welch, blazingbhavneek +1	Missing values	blazingbhavneek	—
SeededBinarySegmentation	Detector	Martin Tveten	—	Martin Tveten	—
SFA	Transformer	Matthew Middlehurst, Patrick Schäfer	Unequal-length series	sktime developers	numba, joblib
SFAFast	Transformer	Patrick Schäfer	Unequal-length series	sktime developers	numba, scipy
ShampooSales	Dataset (Forecasting)	sktime developers	—	sktime developers	—
ShapeDTW	Classifier	vincent-nich12	Probabilistic prediction	vincent-nich12	—
ShapeletLearningClassifierPyts	Classifier	johannfaouzi, Franz Király	Missing valuesProbabilistic prediction	sktime developers	pyts
ShapeletLearningClassifierTslearn	Classifier	Romain Tavenard, Yann Cabanes +2	Multivariate	sktime developers	tslearn
ShapeletTransform	Transformer	Matthew Middlehurst, jasonlines +1	Unequal-length series	dguijo	numba
ShapeletTransformClassifier	Classifier	Tony Bagnall, Matthew Middlehurst	MultivariateProbabilistic prediction	sktime developers	numba
ShapeletTransformPyts	Transformer	johannfaouzi, Abhay-Lejith	Unequal-length series	sktime developers	pyts
SignatureClassifier	Classifier	jambo6	MultivariateProbabilistic prediction	jambo6	esig
SignatureKernel	Transformer (Pairwise Panel)	Franz Király	MultivariateMissing valuesUnequal-length series	sktime developers	—
SignatureMoments	Transformer	VectorNd, Franz Király	MultivariateUnequal-length series	VectorNd	—
SignatureTransformer	Transformer	jambo6	MultivariateUnequal-length series	jambo6	esig
SimpleRNNClassifier	Classifier	Markus Löning, Gregor Ehrensperger	Multivariate	sktime developers	tensorflow
SimpleRNNClassifierTorch	Classifier	RecreationalMath	Multivariate	RecreationalMath	torch
SimpleRNNRegressor	Regressor	Markus Löning, Gregor Ehrensperger	Multivariate	sktime developers	tensorflow
SimpleRNNRegressorTorch	Regressor	RecreationalMath	Multivariate	RecreationalMath	torch
SingleWindowSplitter	Splitter	sktime developers	—	sktime developers	—
SkforecastAutoreg	Forecaster	JoaquinAmatRodrigo, JavierEscobarOrtiz +4	Exogenous variablesCategorical featuresPrediction intervals	Abhay-Lejith, Anirban Ray	skforecast<0.14, >=0.12.1
SkforecastRecursive	Forecaster	JoaquinAmatRodrigo, JavierEscobarOrtiz +2	Exogenous variablesCategorical featuresPrediction intervals	Anirban Ray	skforecast>=0.14
SklearnClassifierPipeline	Classifier	sktime developers	MultivariateMissing valuesUnequal-length seriesProbabilistic prediction	sktime developers	—
SklearnClustererPipeline	Clusterer	Franz Király	Missing values	sktime developers	—
SklearnRegressorPipeline	Regressor	sktime developers	Missing values	sktime developers	—
SlidingGreedySplitter	Splitter	sktime developers	—	sktime developers	—
SlidingWindowSegmenter	Transformer	sktime developers	Unequal-length series	sktime developers	—
SlidingWindowSplitter	Splitter	sktime developers	—	sktime developers	—
SlopeTransformer	Transformer	Markus Löning	MultivariateUnequal-length series	sktime developers	—
SoftDtwDistTslearn	Transformer (Pairwise Panel)	Romain Tavenard, Yann Cabanes +1	MultivariateMissing valuesUnequal-length series	sktime developers	tslearn>=0.6.2
Solar	Dataset (Forecasting)	sktime developers	—	sktime developers	—
SplineTrendForecaster	Forecaster	jgyasu, Dehelaan	Categorical features	jgyasu	—
SplitterBootstrapTransformer	Transformer	sktime developers	MultivariateMissing valuesUnequal-length series	sktime developers	—
SplitterSummarizer	Transformer	BensHamza, Franz Király	MultivariateUnequal-length series	sktime developers	—
SqrtTransformer	Transformer	RNKuhns	MultivariateUnequal-length series	sktime developers	—
SquaredDistrLoss	Metric	sktime developers	Multivariate	sktime developers	—
SquaringResiduals	Forecaster	Kai Lion, Franz Király	Categorical featuresPrediction intervals	Kai Lion	—
SqueezeHierarchy	Transformer	Felipe Angelim	MultivariateUnequal-length series	Felipe Angelim	—
StackingForecaster	Forecaster	Markus Löning, Franz Király +1	Exogenous variablesMissing valuesCategorical features	sktime developers	—
StationarityADF	Param Estimator	Franz Király	—	sktime developers	statsmodels
StationarityADFArch	Param Estimator	Kevin Sheppard, Vasudeva Kilaru	—	Vasudeva Kilaru	arch
StationarityDFGLS	Param Estimator	Kevin Sheppard, Vasudeva Kilaru	—	Vasudeva Kilaru	arch
StationarityKPSS	Param Estimator	Franz Király	—	sktime developers	statsmodels
StationarityKPSSArch	Param Estimator	Kevin Sheppard, Vasudeva Kilaru	—	Vasudeva Kilaru	arch
StationarityPhillipsPerron	Param Estimator	Kevin Sheppard, Vasudeva Kilaru	—	Vasudeva Kilaru	arch
StationarityVarianceRatio	Param Estimator	Kevin Sheppard, Vasudeva Kilaru	—	Vasudeva Kilaru	arch
StationarityZivotAndrews	Param Estimator	Kevin Sheppard, Vasudeva Kilaru	—	Vasudeva Kilaru	arch
StatsForecastADIDA	Forecaster	Azul Garza, Anirban Ray +1	Prediction intervals	vedantag17	statsforecast>=1.4.0
StatsForecastARCH	Forecaster	eyjo	Prediction intervals	eyjo	statsforecast>=1.5.0
StatsForecastAutoARIMA	Forecaster	Azul Garza, Anirban Ray	Exogenous variablesPrediction intervals	Azul Garza	statsforecast>=1.0.0
StatsForecastAutoCES	Forecaster	Azul Garza, José Morales +4	Prediction intervals	Anirban Ray	statsforecast>=1.1.0
StatsForecastAutoETS	Forecaster	Azul Garza, José Morales +3	Prediction intervals	Anirban Ray	statsforecast>=1.3.2
StatsForecastAutoTBATS	Forecaster	MMenchero, José Morales +3	Prediction intervals	Anirban Ray	statsforecast>=1.7.2
StatsForecastAutoTheta	Forecaster	Azul Garza, José Morales +3	Prediction intervals	Anirban Ray	statsforecast>=1.3.0
StatsForecastGARCH	Forecaster	MMenchero, Azul Garza +5	Prediction intervals	eyjo	statsforecast>=1.5.0
StatsForecastMSTL	Forecaster	Azul Garza, José Morales +3	—	Luca Miniati	statsforecast>=1.2.0
StatsModelsARIMA	Forecaster	chadfulton, Kevin Sheppard +2	Exogenous variablesPrediction intervals	arnaujc91	statsmodels
StatThresholdAnomaliser	Detector	sktime developers	—	sktime developers	—
STDBSCAN	Clusterer	eren-ck, vagechirkov	Multivariate	vagechirkov	scipy, scikit-learn
STLBootstrapTransformer	Transformer	ltsaprounis	Unequal-length series	sktime developers	statsmodels
STLForecaster	Forecaster	TensorFlow, Markus Löning +3	Exogenous variablesCategorical features	TensorFlow	statsmodels
STLTransformer	Transformer	sktime developers	Unequal-length series	sktime developers	statsmodels
STRAY	Transformer	Katie Buchhorn	MultivariateMissing valuesUnequal-length series	Katie Buchhorn	—
SubLOF	Detector	Alex-JG3	Multivariate	Alex-JG3	—
SubsequenceExtractionTransformer	Transformer	wirrywoo	MultivariateUnequal-length series	wirrywoo	—
SummaryClassifier	Classifier	Matthew Middlehurst	MultivariateProbabilistic prediction	sktime developers	—
SummaryTransformer	Transformer	RNKuhns, Franz Király	MultivariateUnequal-length series	sktime developers	—
SundialForecaster	Forecaster	WenWeiTHU, Armaghan Shakir	MultivariateCategorical featuresPrediction intervals	Armaghan Shakir	transformers[torch]~=4.40.0
SupervisedIntervals	Transformer	Matthew Middlehurst	Multivariate	sktime developers	numba, joblib
SupervisedTimeSeriesForest	Classifier	Matthew Middlehurst	Probabilistic prediction	sktime developers	joblib
SyncToLongest	Splitter	sktime developers	—	sktime developers	—
T0Forecaster	Forecaster	siddharth7113	MultivariateExogenous variablesMissing valuesCategorical featuresPrediction intervals	siddharth7113	tfc-t0
Tabularizer	Transformer	Markus Löning, Franz Király +1	MultivariateUnequal-length series	sktime developers	—
TabularToSeriesAdaptor	Transformer	Markus Löning, Franz Király	MultivariateUnequal-length series	sktime developers	—
TafsutForecaster	Forecaster	tareq-si-salem, aryamanDutta	Missing valuesCategorical featuresPrediction intervals	sktime developers	tafsut>=0.1.0
TapNetClassifier	Classifier	Jack Russon, Tony Bagnall +2	Multivariate	Jack Russon, Sagar Mishra	tensorflow
TapNetClassifierTorch	Classifier	srupat	Multivariate	srupat	torch
TapNetNetwork	Network	Jack Russon, Gregor Ehrensperger +1	—	sktime developers	tensorflow
TapNetRegressor	Regressor	Jack Russon, Gregor Ehrensperger	Multivariate	Jack Russon	tensorflow
TapNetRegressorTorch	Regressor	srupat	Multivariate	srupat	torch
TBATS	Forecaster	cotterpl, Markus Löning +3	Categorical featuresPrediction intervals	sktime developers	pmdarima
TEASER	Early Classifier	sktime developers	—	sktime developers	numba
Tecator	Dataset (Regression)	sktime developers	—	sktime developers	—
TemporalDictionaryEnsemble	Classifier	Matthew Middlehurst	MultivariateProbabilistic prediction	sktime developers	numba
TemporalTrainTestSplitter	Splitter	sktime developers	—	sktime developers	—
TemporianTransformer	Transformer	ianspektor, javiber	MultivariateUnequal-length series	ianspektor, javiber	temporian>0.0
TestPlusTrainSplitter	Splitter	sktime developers	—	sktime developers	—
TheilU2	Metric	michaelellis003	Multivariate	michaelellis003	—
ThetaForecaster	Forecaster	big-o, Markus Löning +3	Prediction intervals	Ciaran Gilbert	statsmodels
ThetaLinesTransformer	Transformer	Guzal Bulatova, Markus Löning	Unequal-length series	sktime developers	—
ThetaModularForecaster	Forecaster	Guzal Bulatova, Franz Király	Exogenous variablesCategorical features	sktime developers	—
ThresholdDetector	Detector	Franz Király	—	sktime developers	—
TimeBinAggregate	Transformer	Franz Király	MultivariateMissing valuesUnequal-length series	sktime developers	—
TimeBinner	Transformer	Kai Lion, Franz Király	MultivariateUnequal-length series	Kai Lion	—
TimeLLMForecaster	Forecaster	KimMeen, jgyasu	Categorical features	jgyasu	torch, transformers
TimeMoEForecaster	Forecaster	Maple728, KimMeen +2	Categorical features	Pranav Bhat, Faakhir30	torch, transformers<=4.40.1, accelerate<=0.28.0
TimerForecaster	Forecaster	PewterZz	Categorical features	PewterZz	transformers[torch]>=4.40, <4.41
TimerS1Forecaster	Forecaster	WenWeiTHU, Armaghan Shakir	Categorical featuresPrediction intervals	Armaghan Shakir	transformers[torch]>4.57.0, <5.0.0
TimeSeriesAgglomerativeClustering	Clusterer	sktime developers	MultivariateMissing valuesUnequal-length series	sktime developers	—
TimeSeriesAUPRC	Metric	sktime developers	—	sktime developers	—
TimeSeriesDBSCAN	Clusterer	Franz Király	MultivariateMissing valuesUnequal-length series	sktime developers	—
TimeSeriesForestClassifier	Classifier	kkoziara, Luis Zugasti +1	Probabilistic prediction	kkoziara, Luis Zugasti +1	joblib
TimeSeriesForestRegressor	Regressor	Tony Bagnall, kkoziara +4	—	kkoziara, Luis Zugasti +1	joblib
TimeSeriesKernelKMeans	Clusterer	Romain Tavenard, Franz Király	Multivariate	sktime developers	tslearn
TimeSeriesKMeans	Clusterer	Chris Holder, Tony Bagnall	Multivariate	sktime developers	numba
TimeSeriesKMeansTslearn	Clusterer	Romain Tavenard, Franz Király	Multivariate	sktime developers	tslearn
TimeSeriesKMedoids	Clusterer	Chris Holder, Tony Bagnall	Multivariate	sktime developers	numba
TimeSeriesKShapes	Clusterer	Romain Tavenard, Franz Király	Multivariate	sktime developers	tslearn
TimeSeriesKvisibility	Clusterer	seigpe	—	seigpe, acoxonante	networkx, ts2vg
TimeSeriesSVC	Classifier	Franz Király	MultivariateMissing valuesUnequal-length seriesProbabilistic prediction	sktime developers	—
TimeSeriesSVCTslearn	Classifier	Romain Tavenard, Yann Cabanes +1	Multivariate	sktime developers	tslearn
TimeSeriesSVRTslearn	Regressor	Romain Tavenard, Yann Cabanes +1	Multivariate	sktime developers	tslearn
TimesFM2Forecaster	Forecaster	rajatsen91, siriuz42 +1	Categorical featuresPrediction intervals	Armaghan Shakir	transformers[torch]>=4.52.0
TimesFM3Forecaster	Forecaster	rajatsen91, siriuz42 +1	MultivariateExogenous variablesMissing valuesPrediction intervals	hasanfaesal	timesfm[torch]>=3.0.0, <4.0.0
TimesFMForecaster	Forecaster	rajatsen91, Armaghan Shakir	Categorical features	Armaghan Shakir	einshape>=1.0.0, numpy>=1.26.4, pandas>=2.1.4, paxml>=1.4.0, utilsforecast>=0.1.10, jax[cuda12]>=0.4.26, jaxlib>=0.4.26, huggingface-hub[cli]>=0.23.0, scikit-learn>=1.2.2, typer>=0.12.3, wandb>=0.17.5
TimeSince	Transformer	KishManani	MultivariateMissing valuesUnequal-length series	KishManani	—
TinyTimeMixerForecaster	Forecaster	ajati, wgifford +2	MultivariateExogenous variablesCategorical features	Armaghan Shakir	transformers, torch, accelerate>=0.26.0
TiRex2Forecaster	Forecaster	yash-sangwan, danilyef +5	MultivariateExogenous variablesPrediction intervals	yash-sangwan	tirex-2, torch
TiRexForecaster	Forecaster	martinloretzzz, apointa +2	Categorical features	sinemkilicdere, martinloretzzz	torch, tirex-ts
TopdownReconciler	Transformer	Felipe Angelim	Unequal-length series	Felipe Angelim	—
Toto2Forecaster	Forecaster	siddharth7113	MultivariateCategorical featuresPrediction intervals	siddharth7113	toto-models, skpro>=2.14
TotoForecaster	Forecaster	JATAYU000, bthecohen +13	MultivariateExogenous variablesCategorical featuresPrediction intervals	JATAYU000	torch>=2.5, toto-ts>=0.1.3, setuptools<82
TransformByLevel	Transformer	Franz Király	MultivariateMissing valuesUnequal-length series	sktime developers	—
TransformedTargetForecaster	Forecaster	Markus Löning, Franz Király +1	MultivariateExogenous variablesMissing valuesCategorical featuresPrediction intervals	sktime developers	—
TransformerPipeline	Transformer	Franz Király	MultivariateUnequal-length series	sktime developers	—
TransformIf	Transformer	Franz Király	MultivariateUnequal-length series	sktime developers	—
TransformSelectForecaster	Forecaster	shlok191	MultivariateExogenous variablesCategorical featuresPrediction intervals	shlok191	—
TrendForecaster	Forecaster	TensorFlow, Markus Löning +2	Categorical features	TensorFlow	—
TruncationTransformer	Transformer	abostrom, Astrael1 +1	MultivariateUnequal-length series	Astrael1	—
TSB	Forecaster	swetha3456	Exogenous variablesCategorical features	swetha3456	—
TSBootstrapAdapter	Transformer	Benedikt Heidrich	MultivariateMissing valuesUnequal-length series	sktime developers	tsbootstrap>=0.1.0
TSCGridSearchCV	Classifier	Franz Király, Sagar Mishra +1	MultivariateMissing valuesUnequal-length seriesProbabilistic prediction	sktime developers	—
TSCOptCV	Classifier	Franz Király	—	Franz Király	hyperactive>=5
TSFeaturesTransformer	Transformer	FedericoGarza, kdgutier +4	Unequal-length series	Faakhir30	tsfeatures
TSFELTransformer	Transformer	mbarandas, dmfolgado +8	MultivariateUnequal-length series	Faakhir30	tsfel
TSFreshClassifier	Classifier	Matthew Middlehurst	MultivariateProbabilistic prediction	sktime developers	tsfresh, tsfresh>=0.21, scipy<1.15
TSFreshFeatureExtractor	Transformer	Ayushmaan Seth, Markus Löning +2	MultivariateUnequal-length series	Ayushmaan Seth	tsfresh, tsfresh>=0.21, scipy<1.15
TSFreshRelevantFeatureExtractor	Transformer	Ayushmaan Seth, Markus Löning +2	MultivariateUnequal-length series	Ayushmaan Seth	tsfresh, tsfresh>=0.21, scipy<1.15
TSInterpolator	Transformer	Markus Löning	MultivariateUnequal-length series	sktime developers	scipy
TSPulseAnomalyDetector	Detector	wgifford, ajati +7	Multivariate	Faakhir30	granite-tsfm>=0.3.5, torch, transformers, accelerate
TSPulseClassifier	Classifier	wgifford, ajati +7	MultivariateUnequal-length series	Faakhir30	granite-tsfm>=0.3.5, torch, transformers, accelerate
TSRGridSearchCV	Regressor	ksharma6, yash-sangwan	MultivariateMissing valuesUnequal-length series	sktime developers	—
UCRUEADataset	Dataset (Classification)	sktime developers	—	sktime developers	—
UnobservedComponents	Forecaster	ChadFulton, Kevin Sheppard +1	Exogenous variablesPrediction intervals	juanitorduz	statsmodels
UpdateEvery	Forecaster	Franz Király	Exogenous variablesCategorical features	sktime developers	—
UpdateRefitsEvery	Forecaster	Franz Király	Exogenous variablesCategorical features	sktime developers	—
USChange	Dataset (Forecasting)	sktime developers	—	sktime developers	—
VAR	Forecaster	yogabonito, ChadFulton +5	MultivariatePrediction intervals	lbventura	statsmodels
VARMAX	Forecaster	ChadFulton, Kevin Sheppard +1	MultivariateExogenous variables	Ciaran Gilbert	statsmodels
VARReduce	Forecaster	meraldoantonio	MultivariateCategorical features	sktime developers	—
VECM	Forecaster	yogabonito, Kevin Sheppard +3	MultivariateExogenous variablesPrediction intervals	Ciaran Gilbert	statsmodels
VmdTransformer	Transformer	DaneLyttinen, vrcarva	Multivariate	DaneLyttinen, vrcarva	—
WaveletPacketTransformer	Transformer	ved197338	MultivariateUnequal-length series	sktime developers	—
WEASEL	Classifier	Patrick Schäfer, Arik Ermshaus	Probabilistic prediction	Arik Ermshaus	numba
WeightedEnsembleClassifier	Classifier	Franz Király	MultivariateMissing valuesProbabilistic prediction	sktime developers	—
WhiteNoiseAugmenter	Transformer	Philipp Kortmann, MFehsenfeld +1	MultivariateUnequal-length series	Philipp Kortmann, MFehsenfeld +1	scipy
WindFMForecaster	Forecaster	shiyu-coder, Armaghan Shakir	Exogenous variablesCategorical featuresPrediction intervals	Armaghan Shakir	torch, einops, huggingface_hub, tqdm, safetensors
WindowedF1Score	Metric	sktime developers	—	sktime developers	—
WindowSegmenter	Detector	sktime developers	—	sktime developers	—
WindowSummarizer	Transformer	Daniel Bartling, grzegorzrut +1	MultivariateMissing valuesUnequal-length series	Daniel Bartling	joblib
XLSTMForecaster	Forecaster	muslehal, vedantag17	Categorical features	sktime developers	torch>=2.0.0
YfromX	Forecaster	sktime developers	Exogenous variablesMissing valuesCategorical featuresPrediction intervals	sktime developers	—
YtoX	Transformer	Franz Király	MultivariateUnequal-length series	sktime developers	—
ZeroAnomalies	Detector	Franz Király	MultivariateMissing values	sktime developers	—
ZeroChangePoints	Detector	Franz Király	MultivariateMissing values	sktime developers	—
ZeroSegments	Detector	Franz Király	MultivariateMissing values	sktime developers	—

Models

AcorrLjungbox

ACSF1

ADICVTransformer

AggrDist

Aggregator

Airline

AlignerDTW

AlignerDtwDtai

AlignerDTWfromDist

AlignerDtwNumba

AlignerEditNumba

AlignerLuckyDtw

AlignerNaive

ARARForecaster

ARCH

ARDL

ARIMA

ARLagOrderSelector

ArpsExponential

ArpsHarmonic

ArpsHyperbolic

ArrowHead

Arsenal

AUCalibration

AuroraForecaster

AutoARIMA

AutoCorrelationTransformer

AutoEnsembleForecaster

AutoETS

AutoREG

AutoResearchForecaster

AutoTS

BaggingClassifier

BaggingForecaster

BakeOffCatalogue

BasicMotions

BATS

BinarySegmentation

BKFilter

Bollinger

BOSSEnsemble

BOSSVSClassifierPyts

BottomUpReconciler

BoxCoxBiasAdjustedForecaster

BoxCoxTransformer

BreakvarHeteroskedasticityTest

CanonicalIntervalForest

CAPA

Catch22

Catch22Classifier

Catch22Wrapper

CFFilter

Chronos2Forecaster

ChronosForecaster

CINNForecaster

CircularBinarySegmentation

CiscoTSMForecaster

ClaSPSegmentation

ClaSPTransformer

ClassifierPipeline

ClearSky

ClustererAsTransformer

ClustererPipeline

ClusterSegmenter

CNNClassifier

CNNClassifierTorch

CNNNetwork

CNNRegressor

CNNRegressorTorch

CNTCClassifier

CNTCClassifierTorch

CNTCNetwork

CNTCRegressor

CNTCRegressorTorch

ColumnConcatenator

ColumnEnsembleClassifier

ColumnEnsembleForecaster

ColumnEnsembleTransformer

ColumnSelect