Skip to content
River
Estimator
Initializing search
online-ml/river
Introduction 🍼
Recipes 🌮
API reference 🍱
Examples 🌶️
FAQ
Releases
Benchmarks
License 📝
River
online-ml/river
Introduction 🍼
Introduction 🍼
Installation
Basic concepts
Getting started
Why use River?
Next steps
Related projects
Recipes 🌮
Recipes 🌮
Reading data
Model evaluation
Pipelines
Feature extraction
Hyperparameter tuning
Mini-batching
Incremental decision trees in river: the Hoeffding Tree case
Active learning
Multi-armed bandits
Cloning and mutating
Rolling computations
API reference 🍱
API reference 🍱
Overview
active
anomaly
bandit
base
base
Base
BinaryDriftAndWarningDetector
BinaryDriftDetector
Classifier
Clusterer
DriftAndWarningDetector
DriftDetector
Ensemble
Estimator
Estimator
Table of contents
Methods
MiniBatchClassifier
MiniBatchRegressor
MiniBatchSupervisedTransformer
MiniBatchTransformer
MultiLabelClassifier
MultiTargetRegressor
Regressor
SupervisedTransformer
Transformer
Wrapper
WrapperEnsemble
cluster
compat
compose
conf
covariance
datasets
drift
dummy
ensemble
evaluate
facto
feature_extraction
feature_selection
forest
imblearn
linear_model
metrics
misc
model_selection
multiclass
multioutput
naive_bayes
neighbors
neural_net
optim
preprocessing
proba
reco
rules
sketch
stats
stream
time_series
tree
utils
Examples 🌶️
Examples 🌶️
From batch to online/stream
Bike-sharing forecasting
Building a simple nowcasting model
Content personalization
Debugging a pipeline
Working with imbalanced data
Handling uncertainty with quantile regression
Sentence classification
The art of using pipelines
Matrix factorization for recommender systems
FAQ
FAQ
Releases
Releases
0.21.1 - 2024-03-28
0.21.0 - 2023-12-04
0.20.1 - 2023-11-09
0.20.0 - 2023-11-09
0.19.0 - 2023-08-02
0.18.0 - 2023-06-26
0.17.0 - 2023-05-27
0.16.0 - 2023-05-08
0.15.0 - 2023-01-29
0.14.0 - 2022-10-26
0.13.0 - 2022-09-15
0.12.1 - 2022-09-02
0.12.0 - 2022-09-02
0.11.1 - 2022-06-06
0.11.0 - 2022-05-28
0.10.1 - 2022-02-05
0.10.0 - 2022-02-04
0.9.0 - 2021-11-30
0.8.0 - 2021-08-31
0.7.1 - 2021-06-13
0.7.0 - 2021-04-16
0.6.1 - 2020-06-10
0.6.0 - 2020-06-09
0.5.1 - 2020-03-29
0.5.0 - 2020-03-13
0.4.4 - 2019-11-11
0.4.3 - 2019-10-27
0.4.1 - 2019-10-23
0.3.0 - 2019-06-23
0.2.0 - 2019-05-27
0.1.0 - 2019-05-08
0.0.3 - 2019-03-21
0.0.2 - 2019-02-13
Benchmarks
Benchmarks
Binary classification
Multiclass classification
Regression
License 📝
License 📝
License
Table of contents
Methods
Estimator
¶
An estimator.
Methods
¶