time-series-classification

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sktime /sktime

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Star9.3k

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

UpdatedNov 5, 2025
Python

timeseriesAI /tsai

Star5.9k

Time series Timeseries Deep Learning Machine Learning Python Pytorch fastai | State-of-the-art Deep Learning library for Time Series and Sequences in Pytorch / fastai

python machine-learning timeseries deep-learning time-series regression cnn pytorch rocket transformer forecasting classification rnn sequential fastai time-series-analysis time-series-classification self-supervised state-of-the-art inceptiontime

UpdatedJul 29, 2025
Jupyter Notebook

tslearn-team /tslearn

Star3.1k

The machine learning toolkit for time series analysis in Python

python machine-learning timeseries time-series dtw machine-learning-algorithms machinelearning dynamic-time-warping time-series-analysis time-series-clustering time-series-classification

UpdatedNov 5, 2025
Python

Alro10 /deep-learning-time-series

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List of papers, code and experiments using deep learning for time series forecasting

deep-neural-networks deep-learning time-series tensorflow prediction python3 pytorch recurrent-neural-networks lstm series-analysis forecasting-models lstm-neural-networks demand-forecasting series-forecasting sales-forecasting time-series-classification time-series-prediction time-series-forecasting series-classification forecasting-competitions

UpdatedMar 16, 2024
Jupyter Notebook

johannfaouzi /pyts

Star1.9k

A Python package for time series classification

python machine-learning time-series classification time-series-analysis time-series-classification

UpdatedJun 18, 2025
Python

hfawaz /dl-4-tsc

Star1.7k

Deep Learning for Time Series Classification

review deep-neural-networks deep-learning convolutional-neural-networks research-paper time-series-classification empirical-research

UpdatedMar 18, 2023
Python

vlawhern /arl-eegmodels

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This is the Army Research Laboratory (ARL) EEGModels Project: A Collection of Convolutional Neural Network (CNN) models for EEG signal classification, using Keras and Tensorflow

deep-learning tensorflow keras eeg convolutional-neural-networks brain-computer-interface event-related-potentials time-series-classification eeg-classification sensory-motor-rhythm

UpdatedMay 2, 2022
Python

aeon-toolkit /aeon

Star1.3k

A toolkit for time series machine learning and deep learning

data-science machine-learning data-mining deep-learning time-series neural-network scikit-learn forecasting time-series-analysis time-series-clustering time-series-classification time-series-regression time-series-segmentation time-series-anomaly-detection

UpdatedNov 4, 2025
Python

curiousily /Deep-Learning-For-Hackers

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Star1.1k

Machine Learning tutorials with TensorFlow 2 and Keras in Python (Jupyter notebooks included) - (LSTMs, Hyperameter tuning, Data preprocessing, Bias-variance tradeoff, Anomaly Detection, Autoencoders, Time Series Forecasting, Object Detection, Sentiment Analysis, Intent Recognition with BERT)