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sktime /sktime

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Star8.3k

A unified framework for machine learning with time series

data-science machine-learning data-mining ai time-series scikit-learn forecasting hacktoberfest time-series-analysis anomaly-detection time-series-classification time-series-regression time-series-segmentation sktime changepoint-detection

UpdatedMar 17, 2025
Python

iusztinpaul /energy-forecasting

Star904

🌀 𝗧𝗵𝗲 𝗙𝘂𝗹𝗹 𝗦𝘁𝗮𝗰𝗸 𝟳-𝗦𝘁𝗲𝗽𝘀 𝗠𝗟𝗢𝗽𝘀 𝗙𝗿𝗮𝗺𝗲𝘄𝗼𝗿𝗸 | 𝗟𝗲𝗮𝗿𝗻 𝗠𝗟𝗘 & 𝗠𝗟𝗢𝗽𝘀 for free by designing, building and deploying an end-to-end ML batch system ~ 𝘴𝘰𝘶𝘳𝘤𝘦 𝘤𝘰𝘥𝘦 + 2.5 𝘩𝘰𝘶𝘳𝘴 𝘰𝘧 𝘳𝘦𝘢𝘥𝘪𝘯𝘨 & 𝘷𝘪𝘥𝘦𝘰 𝘮𝘢𝘵𝘦𝘳𝘪𝘢𝘭𝘴

python docker airflow poetry gcp cicd batch-processing data-versioning mlops feature-store github-actions fastapi model-registry streamlit weights-and-biases sktime great-expectations ml-monitoring hopsworks 3-pipeline-design

UpdatedApr 3, 2024
Python

sktime /skpro

Sponsor

Star260

A unified framework for tabular probabilistic regression, time-to-event prediction, and probability distributions in python

python data-science machine-learning framework ai sklearn regression prediction survival-analysis probability-distributions distributions time-to-event survival-models failure-prediction survival-prediction distributional-regression sktime

UpdatedMar 15, 2025
Python

heidelbergcement /hcrystalball

Star151

A library that unifies the API for most commonly used libraries and modeling techniques for time-series forecasting in the Python ecosystem.

wrapper data-science time-series sklearn cross-validation transformer model-selection statsmodels sklearn-compatible fbprophet sarimax time-series-forecasting sklearn-library sklearn-api pmdarima sktime tbats

UpdatedFeb 21, 2024
Python

sktime /sktime-tutorial-pydata-amsterdam-2020

Sponsor

Star123

Introduction to Machine Learning with Time Series at PyData Festival Amsterdam 2020

machine-learning time-series scikit-learn pydata tutorials sktime

UpdatedOct 16, 2021
Jupyter Notebook

felipeangelimvieira /prophetverse

Star43

A multiverse of Prophet models for timeseries

prophet timeseries-forecasting numpyro sktime hierarchical-time-series

UpdatedMar 17, 2025
Python

mloning /intro-to-ml-with-time-series-DSSGx-2020

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Star23

Python tutorial on machine learning with time series for DSSGx 2020

machine-learning tutorial time-series scikit-learn sktime

UpdatedJul 31, 2020
Jupyter Notebook

sktime /skbase

Sponsor

Star23

Base classes for creating scikit-learn-like parametric objects, and tools for working with them.

python framework scikit-learn-api sktime skbase

UpdatedMar 15, 2025
Python

sktime /sktime-workshops

Sponsor

Star13

sktime workshops & tutorials

machine-learning time-series scikit-learn tutorials sktime

UpdatedJul 14, 2021
Jupyter Notebook

abid-mahdi /virtual-personal-trainer

Star8

A collection of notebooks for my final year project. The notebooks are used to create a virtual personal trainer to check bicep curls, squats and overhead presses.

opencv-python sklearn-library mediapipe sktime blazepose

UpdatedApr 29, 2022
Jupyter Notebook

dream-faster /fold-wrappers

Star6

🧱 Wrappers for 3rd party models to be used with fold (https://github.com/dream-faster/fold)

machine-learning deep-learning models regression prediction forecasting classification statsmodels forecasting-models nowcasting sktime

UpdatedJul 20, 2023
Python

mloning /intro-to-sktime-berlin-tsa-meetup-2020

Sponsor

Star5

Introduction to sktime: A Unified Framework for Machine Learning with Time Series

machine-learning presentation time-series-analysis sktime

UpdatedOct 5, 2020
Jupyter Notebook

AhmetZamanis /WeatherAnomalyDetectionClassification

Star3

Time series anomaly detection, time series classification & dynamic time warping, performed on a dataset of Canadian weather measurements.

python data-science machine-learning deep-learning neural-network plotly rocket gaussian-mixture-models autoencoder convolutional-neural-networks darts principal-component-analysis dynamic-time-warping time-series-classification k-means-clustering isolation-forest pyod pytorch-lightning sktime time-series-anomaly-detection

UpdatedFeb 6, 2024
Python

ethanlchristensen /PredictiveForecastingLearning

Star2

Learn about how we can use models to make predicitons in the future based on historical data.

python forecasting forecasting-time-series sktime

UpdatedNov 16, 2023
Jupyter Notebook

pradeepdev-1995 /Time-series-analysis

Star2

A time series is a series of data points indexed in time order. Most commonly, a time series is a sequence taken at successive equally spaced points in time. Thus it is a sequence of discrete-time data

dart machine-learning statistics deep-learning time-series prophet sktime states-models