Index
A
|
B
|
C
|
D
|
E
|
F
|
G
|
H
|
I
|
K
|
L
|
M
|
N
|
P
|
R
|
S
|
T
|
U
|
V
|
W
|
Z
A
ARIMA (class in autots.models.statsmodels)
arima_seek_the_oracle() (in module autots.models.statsmodels)
auto_model_list() (in module autots.models.model_list)
AutoTS (class in autots)
(class in autots.evaluator.auto_ts)
autots (module)
autots.datasets (module)
autots.datasets.fred (module)
autots.evaluator (module)
autots.evaluator.auto_model (module)
autots.evaluator.auto_ts (module)
autots.evaluator.metrics (module)
autots.models (module)
autots.models.base (module)
autots.models.basics (module)
autots.models.dnn (module)
autots.models.ensemble (module)
autots.models.gluonts (module)
autots.models.greykite (module)
autots.models.model_list (module)
autots.models.prophet (module)
autots.models.sklearn (module)
autots.models.statsmodels (module)
autots.models.tfp (module)
autots.models.tsfresh (module)
autots.templates (module)
autots.templates.general (module)
autots.tools (module)
autots.tools.cpu_count (module)
autots.tools.hierarchial (module)
autots.tools.holiday (module)
autots.tools.impute (module)
autots.tools.probabilistic (module)
autots.tools.profile (module)
autots.tools.regressor (module)
autots.tools.seasonal (module)
autots.tools.shaping (module)
autots.tools.transform (module)
AutoTSIntervals (class in autots.evaluator.auto_ts)
AverageValueNaive (class in autots.models.basics)
B
basic_profile() (autots.models.base.ModelObject method)
best_model (autots.AutoTS attribute)
(autots.evaluator.auto_ts.AutoTS attribute)
BestNEnsemble() (in module autots.models.ensemble)
biased_ffill() (in module autots.tools.impute)
C
CenterLastValue (class in autots.tools.transform)
clip_outliers() (in module autots.tools.transform)
ClipOutliers (class in autots.tools.transform)
ComponentAnalysis (class in autots.models.sklearn)
concat() (autots.evaluator.auto_model.TemplateEvalObject method)
containment() (in module autots.evaluator.metrics)
contour() (in module autots.evaluator.metrics)
cpu_count() (in module autots.tools.cpu_count)
create_forecast_index() (autots.models.base.ModelObject method)
create_lagged_regressor() (in module autots)
(in module autots.tools.regressor)
create_model_id() (in module autots.evaluator.auto_model)
CumSumTransformer (class in autots.tools.transform)
D
data_profile() (in module autots.tools.profile)
date_part() (in module autots.tools.seasonal)
DatepartRegression (class in autots.models.sklearn)
(in module autots.tools.transform)
DatepartRegressionTransformer (class in autots.tools.transform)
Detrend (class in autots.tools.transform)
df_cleanup() (in module autots.tools.shaping)
dict_recombination() (in module autots.evaluator.auto_model)
DifferencedTransformer (class in autots.tools.transform)
Discretize (class in autots.tools.transform)
DistEnsemble() (in module autots.models.ensemble)
DynamicFactor (class in autots.models.statsmodels)
E
EmptyTransformer (class in autots.tools.transform)
EnsembleForecast() (in module autots.models.ensemble)
EnsembleTemplateGenerator() (in module autots.models.ensemble)
error_correlations() (in module autots.evaluator.auto_ts)
ETS (class in autots.models.statsmodels)
EvalObject (class in autots.evaluator.metrics)
export_template() (autots.AutoTS method)
(autots.evaluator.auto_ts.AutoTS method)
F
failure_rate() (autots.AutoTS method)
(autots.evaluator.auto_ts.AutoTS method)
fake_date_fill() (in module autots.tools.impute)
fake_regressor() (in module autots.evaluator.auto_ts)
FBProphet (class in autots.models.prophet)
fill_forward() (in module autots.tools.impute)
fill_mean() (in module autots.tools.impute)
fill_median() (in module autots.tools.impute)
fill_na() (autots.GeneralTransformer method)
(autots.tools.transform.GeneralTransformer method)
fill_zero() (in module autots.tools.impute)
FillNA() (in module autots.tools.impute)
fit() (autots.AutoTS method)
(autots.evaluator.auto_ts.AutoTS method)
(autots.evaluator.auto_ts.AutoTSIntervals method)
(autots.GeneralTransformer method)
(autots.models.basics.AverageValueNaive method)
(autots.models.basics.LastValueNaive method)
(autots.models.basics.MotifSimulation method)
(autots.models.basics.SeasonalNaive method)
(autots.models.basics.ZeroesNaive method)
(autots.models.dnn.KerasRNN method)
(autots.models.gluonts.GluonTS method)
(autots.models.greykite.Greykite method)
(autots.models.prophet.FBProphet method)
(autots.models.sklearn.ComponentAnalysis method)
(autots.models.sklearn.DatepartRegression method)
(autots.models.sklearn.RollingRegression method)
(autots.models.sklearn.UnivariateRegression method)
(autots.models.sklearn.WindowRegression method)
(autots.models.statsmodels.ARIMA method)
(autots.models.statsmodels.DynamicFactor method)
(autots.models.statsmodels.ETS method)
(autots.models.statsmodels.GLM method)
(autots.models.statsmodels.GLS method)
(autots.models.statsmodels.UnobservedComponents method)
(autots.models.statsmodels.VAR method)
(autots.models.statsmodels.VARMAX method)
(autots.models.statsmodels.VECM method)
(autots.models.tfp.TensorflowSTS method)
(autots.models.tfp.TFPRegression method)
(autots.models.tfp.TFPRegressor method)
(autots.models.tsfresh.TSFreshRegressor method)
(autots.tools.hierarchial.hierarchial method)
(autots.tools.shaping.NumericTransformer method)
(autots.tools.transform.CenterLastValue method)
(autots.tools.transform.ClipOutliers method)
(autots.tools.transform.CumSumTransformer method)
(autots.tools.transform.DatepartRegressionTransformer method)
(autots.tools.transform.Detrend method)
(autots.tools.transform.DifferencedTransformer method)
(autots.tools.transform.Discretize method)
(autots.tools.transform.EmptyTransformer method)
(autots.tools.transform.GeneralTransformer method)
(autots.tools.transform.IntermittentOccurrence method)
(autots.tools.transform.PctChangeTransformer method)
(autots.tools.transform.PositiveShift method)
(autots.tools.transform.RollingMeanTransformer method)
(autots.tools.transform.Round method)
(autots.tools.transform.SeasonalDifference method)
(autots.tools.transform.SinTrend method)
(autots.tools.transform.Slice method)
(autots.tools.transform.StatsmodelsFilter method)
fit_sin() (autots.tools.transform.SinTrend method)
fit_transform() (autots.GeneralTransformer method)
(autots.tools.shaping.NumericTransformer method)
(autots.tools.transform.CenterLastValue method)
(autots.tools.transform.ClipOutliers method)
(autots.tools.transform.CumSumTransformer method)
(autots.tools.transform.DatepartRegressionTransformer method)
(autots.tools.transform.Detrend method)
(autots.tools.transform.DifferencedTransformer method)
(autots.tools.transform.Discretize method)
(autots.tools.transform.EmptyTransformer method)
(autots.tools.transform.GeneralTransformer method)
(autots.tools.transform.IntermittentOccurrence method)
(autots.tools.transform.PctChangeTransformer method)
(autots.tools.transform.PositiveShift method)
(autots.tools.transform.RollingMeanTransformer method)
(autots.tools.transform.Round method)
(autots.tools.transform.SeasonalDifference method)
(autots.tools.transform.SinTrend method)
(autots.tools.transform.Slice method)
(autots.tools.transform.StatsmodelsFilter method)
forecast (autots.models.base.PredictionObject attribute)
G
general_template (in module autots.templates.general)
generalize_horizontal() (in module autots.models.ensemble)
GeneralTransformer (class in autots)
(class in autots.tools.transform)
generate_regressor_params() (in module autots.models.sklearn)
generate_score() (in module autots.evaluator.auto_model)
get_fred_data() (in module autots.datasets.fred)
get_new_params() (autots.models.base.ModelObject method)
(autots.models.basics.AverageValueNaive method)
(autots.models.basics.LastValueNaive method)
(autots.models.basics.MotifSimulation method)
(autots.models.basics.SeasonalNaive method)
(autots.models.basics.ZeroesNaive method)
(autots.models.gluonts.GluonTS method)
(autots.models.greykite.Greykite method)
(autots.models.prophet.FBProphet method)
(autots.models.sklearn.ComponentAnalysis method)
(autots.models.sklearn.DatepartRegression method)
(autots.models.sklearn.RollingRegression method)
(autots.models.sklearn.UnivariateRegression method)
(autots.models.sklearn.WindowRegression method)
(autots.models.statsmodels.ARIMA method)
(autots.models.statsmodels.DynamicFactor method)
(autots.models.statsmodels.ETS method)
(autots.models.statsmodels.GLM method)
(autots.models.statsmodels.GLS method)
(autots.models.statsmodels.UnobservedComponents method)
(autots.models.statsmodels.VAR method)
(autots.models.statsmodels.VARMAX method)
(autots.models.statsmodels.VECM method)
(autots.models.tfp.TensorflowSTS method)
(autots.models.tfp.TFPRegression method)
(autots.models.tsfresh.TSFreshRegressor method)
(autots.tools.transform.CenterLastValue static method)
(autots.tools.transform.ClipOutliers static method)
(autots.tools.transform.DatepartRegressionTransformer static method)
(autots.tools.transform.Detrend static method)
(autots.tools.transform.Discretize static method)
(autots.tools.transform.EmptyTransformer static method)
(autots.tools.transform.IntermittentOccurrence static method)
(autots.tools.transform.RollingMeanTransformer static method)
(autots.tools.transform.Round static method)
(autots.tools.transform.SeasonalDifference static method)
(autots.tools.transform.Slice static method)
get_params() (autots.models.base.ModelObject method)
(autots.models.basics.AverageValueNaive method)
(autots.models.basics.LastValueNaive method)
(autots.models.basics.MotifSimulation method)
(autots.models.basics.SeasonalNaive method)
(autots.models.basics.ZeroesNaive method)
(autots.models.gluonts.GluonTS method)
(autots.models.greykite.Greykite method)
(autots.models.prophet.FBProphet method)
(autots.models.sklearn.ComponentAnalysis method)
(autots.models.sklearn.DatepartRegression method)
(autots.models.sklearn.RollingRegression method)
(autots.models.sklearn.UnivariateRegression method)
(autots.models.sklearn.WindowRegression method)
(autots.models.statsmodels.ARIMA method)
(autots.models.statsmodels.DynamicFactor method)
(autots.models.statsmodels.ETS method)
(autots.models.statsmodels.GLM method)
(autots.models.statsmodels.GLS method)
(autots.models.statsmodels.UnobservedComponents method)
(autots.models.statsmodels.VAR method)
(autots.models.statsmodels.VARMAX method)
(autots.models.statsmodels.VECM method)
(autots.models.tfp.TensorflowSTS method)
(autots.models.tfp.TFPRegression method)
(autots.models.tsfresh.TSFreshRegressor method)
get_transformer_params() (in module autots.tools.transform)
GLM (class in autots.models.statsmodels)
GLS (class in autots.models.statsmodels)
GluonTS (class in autots.models.gluonts)
Greykite (class in autots.models.greykite)
H
HDistEnsemble() (in module autots.models.ensemble)
hierarchial (class in autots.tools.hierarchial)
historic_quantile() (in module autots.tools.probabilistic)
holiday_flag() (in module autots.tools.holiday)
horizontal_classifier() (in module autots.models.ensemble)
HorizontalEnsemble() (in module autots.models.ensemble)
HorizontalTemplateGenerator() (in module autots.models.ensemble)
I
import_results() (autots.AutoTS method)
(autots.evaluator.auto_ts.AutoTS method)
import_template() (autots.AutoTS method)
(autots.evaluator.auto_ts.AutoTS method)
infer_frequency() (in module autots.tools.shaping)
inferred_normal() (in module autots.tools.probabilistic)
IntermittentOccurrence (class in autots.tools.transform)
inverse_transform() (autots.GeneralTransformer method)
(autots.tools.shaping.NumericTransformer method)
(autots.tools.transform.CenterLastValue method)
(autots.tools.transform.ClipOutliers method)
(autots.tools.transform.CumSumTransformer method)
(autots.tools.transform.DatepartRegressionTransformer method)
(autots.tools.transform.Detrend method)
(autots.tools.transform.DifferencedTransformer method)
(autots.tools.transform.Discretize method)
(autots.tools.transform.EmptyTransformer method)
(autots.tools.transform.GeneralTransformer method)
(autots.tools.transform.IntermittentOccurrence method)
(autots.tools.transform.PctChangeTransformer method)
(autots.tools.transform.PositiveShift method)
(autots.tools.transform.RollingMeanTransformer method)
(autots.tools.transform.Round method)
(autots.tools.transform.SeasonalDifference method)
(autots.tools.transform.SinTrend method)
(autots.tools.transform.Slice method)
(autots.tools.transform.StatsmodelsFilter method)
K
KerasRNN (class in autots.models.dnn)
L
last_window() (in module autots.models.sklearn)
LastValueNaive (class in autots.models.basics)
load_daily() (in module autots)
(in module autots.datasets)
load_hourly() (in module autots)
(in module autots.datasets)
load_live_daily() (in module autots)
(in module autots.datasets)
load_monthly() (in module autots)
(in module autots.datasets)
load_weekdays() (in module autots)
(in module autots.datasets)
load_weekly() (in module autots)
(in module autots.datasets)
load_yearly() (in module autots)
(in module autots.datasets)
long_form_results() (autots.models.base.PredictionObject method)
,
[1]
long_to_wide() (in module autots)
(in module autots.tools.shaping)
lower_forecast (autots.models.base.PredictionObject attribute)
M
mae() (in module autots.evaluator.metrics)
model_forecast() (in module autots)
(in module autots.evaluator.auto_model)
model_name (autots.models.base.PredictionObject attribute)
model_parameters (autots.models.base.PredictionObject attribute)
ModelMonster() (in module autots.evaluator.auto_model)
ModelObject (class in autots.models.base)
ModelPrediction() (in module autots.evaluator.auto_model)
MotifSimulation (class in autots.models.basics)
N
NewGeneticTemplate() (in module autots.evaluator.auto_model)
NumericTransformer (class in autots.tools.shaping)
P
PctChangeTransformer (class in autots.tools.transform)
percentileofscore_appliable() (in module autots.tools.probabilistic)
pinball_loss() (in module autots.evaluator.metrics)
plot() (autots.models.base.PredictionObject method)
Point_to_Probability() (in module autots.tools.probabilistic)
PositiveShift (class in autots.tools.transform)
predict() (autots.AutoTS method)
(autots.evaluator.auto_ts.AutoTS method)
(autots.evaluator.auto_ts.AutoTSIntervals method)
(autots.models.basics.AverageValueNaive method)
(autots.models.basics.LastValueNaive method)
(autots.models.basics.MotifSimulation method)
(autots.models.basics.SeasonalNaive method)
(autots.models.basics.ZeroesNaive method)
(autots.models.dnn.KerasRNN method)
(autots.models.gluonts.GluonTS method)
(autots.models.greykite.Greykite method)
(autots.models.prophet.FBProphet method)
(autots.models.sklearn.ComponentAnalysis method)
(autots.models.sklearn.DatepartRegression method)
(autots.models.sklearn.RollingRegression method)
(autots.models.sklearn.UnivariateRegression method)
(autots.models.sklearn.WindowRegression method)
(autots.models.statsmodels.ARIMA method)
(autots.models.statsmodels.DynamicFactor method)
(autots.models.statsmodels.ETS method)
(autots.models.statsmodels.GLM method)
(autots.models.statsmodels.GLS method)
(autots.models.statsmodels.UnobservedComponents method)
(autots.models.statsmodels.VAR method)
(autots.models.statsmodels.VARMAX method)
(autots.models.statsmodels.VECM method)
(autots.models.tfp.TensorflowSTS method)
(autots.models.tfp.TFPRegression method)
(autots.models.tfp.TFPRegressor method)
(autots.models.tsfresh.TSFreshRegressor method)
PredictionEval() (in module autots.evaluator.metrics)
PredictionObject (class in autots.models.base)
R
RandomTemplate() (in module autots.evaluator.auto_model)
RandomTransform() (in module autots)
(in module autots.tools.transform)
reconcile() (autots.tools.hierarchial.hierarchial method)
regression_check (autots.AutoTS attribute)
(autots.evaluator.auto_ts.AutoTS attribute)
remove_outliers() (in module autots.tools.transform)
results() (autots.AutoTS method)
(autots.evaluator.auto_ts.AutoTS method)
retrieve_regressor() (in module autots.models.sklearn)
retrieve_transformer() (autots.GeneralTransformer class method)
(autots.tools.transform.GeneralTransformer class method)
rmse() (in module autots.evaluator.metrics)
rolling_mean() (in module autots.tools.impute)
rolling_x_regressor() (in module autots.models.sklearn)
RollingMeanTransformer (class in autots.tools.transform)
RollingRegression (class in autots.models.sklearn)
Round (class in autots.tools.transform)
S
save() (autots.evaluator.auto_model.TemplateEvalObject method)
seasonal_int() (in module autots.tools.seasonal)
SeasonalDifference (class in autots.tools.transform)
SeasonalNaive (class in autots.models.basics)
seek_the_oracle() (in module autots.models.greykite)
(in module autots.models.prophet)
simple_context_slicer() (in module autots.tools.transform)
simple_train_test_split() (in module autots.tools.shaping)
SinTrend (class in autots.tools.transform)
Slice (class in autots.tools.transform)
smape() (in module autots.evaluator.metrics)
SPL() (in module autots.evaluator.metrics)
StatsmodelsFilter (class in autots.tools.transform)
subset_series() (in module autots.tools.shaping)
summarize_series() (in module autots.models.ensemble)
T
TemplateEvalObject (class in autots.evaluator.auto_model)
TemplateWizard() (in module autots.evaluator.auto_model)
TensorflowSTS (class in autots.models.tfp)
TFPRegression (class in autots.models.tfp)
TFPRegressor (class in autots.models.tfp)
total_runtime() (autots.models.base.PredictionObject method)
,
[1]
trans_dict_recomb() (in module autots.evaluator.auto_model)
transform() (autots.GeneralTransformer method)
(autots.tools.hierarchial.hierarchial method)
(autots.tools.shaping.NumericTransformer method)
(autots.tools.transform.CenterLastValue method)
(autots.tools.transform.ClipOutliers method)
(autots.tools.transform.CumSumTransformer method)
(autots.tools.transform.DatepartRegressionTransformer method)
(autots.tools.transform.Detrend method)
(autots.tools.transform.DifferencedTransformer method)
(autots.tools.transform.Discretize method)
(autots.tools.transform.EmptyTransformer method)
(autots.tools.transform.GeneralTransformer method)
(autots.tools.transform.IntermittentOccurrence method)
(autots.tools.transform.PctChangeTransformer method)
(autots.tools.transform.PositiveShift method)
(autots.tools.transform.RollingMeanTransformer method)
(autots.tools.transform.Round method)
(autots.tools.transform.SeasonalDifference method)
(autots.tools.transform.SinTrend method)
(autots.tools.transform.Slice method)
(autots.tools.transform.StatsmodelsFilter method)
transformation_parameters (autots.models.base.PredictionObject attribute)
transformer_list_to_dict() (in module autots.tools.transform)
TransformTS (in module autots)
TSFreshRegressor (class in autots.models.tsfresh)
U
UniqueTemplates() (in module autots.evaluator.auto_model)
UnivariateRegression (class in autots.models.sklearn)
UnobservedComponents (class in autots.models.statsmodels)
unpack_ensemble_models() (in module autots.evaluator.auto_model)
upper_forecast (autots.models.base.PredictionObject attribute)
V
validation_aggregation() (in module autots.evaluator.auto_model)
VAR (class in autots.models.statsmodels)
Variable_Point_to_Probability() (in module autots.tools.probabilistic)
VARMAX (class in autots.models.statsmodels)
VECM (class in autots.models.statsmodels)
W
window_maker() (in module autots.models.sklearn)
WindowRegression (class in autots.models.sklearn)
Z
ZeroesNaive (class in autots.models.basics)
Automated Forecasting
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