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Top 13 time-series-classification open source projects

A machine learning toolkit dedicated to time-series data

✭ 1,910

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

Sktime

A unified framework for machine learning with time series

✭ 4,741

python C++cython Jupyter Notebook Batchfile shell machine-learning data-science time-series scikit-learn data-mining forecasting time-series-analysis time-series-classification time-series-regression

time series classification prediction

Different deep learning architectures are implemented for time series classification and prediction purposes.

✭ 17

python deep-learning tensorflow keras spyder nueral-networks time-series-clustering time-series-classification time-series-prediction

Chronetic

Analyzes chronological patterns present in time-series data and provides human-readable descriptions

✭ 23

java influxdb time-series time-series-analysis time-series-classification

awesome-time-series

Resources for working with time series and sequence data

✭ 178

machine-learning database time-series time-series-database time-series-analysis anomaly-detection time-series-classification time-series-prediction time-series-forecasting time-series-data-mining

pytorch-psetae

PyTorch implementation of the model presented in "Satellite Image Time Series Classification with Pixel-Set Encoders and Temporal Self-Attention"

✭ 117

python machine-learning computer-vision deep-learning agriculture pytorch remote-sensing cvpr spatio-temporal earth-observation time-series-classification self-attention transformer-architecture satellite-image cvpr2020

time series notebooks

My Experiments with Time Series

✭ 20

Jupyter Notebook python time-series-analysis time-series-classification time-series-forecasting

ijcnn19attacks

Adversarial Attacks on Deep Neural Networks for Time Series Classification

✭ 57

Jupyter Notebook python deep-neural-networks deep-learning time-series-classification adversarial-examples adversarial-attacks

minirocket

MINIROCKET: A Very Fast (Almost) Deterministic Transform for Time Series Classification

✭ 166

python scalable convolution convolutional-neural-network time-series-classification convolutional-kernel

lightweight-temporal-attention-pytorch

A PyTorch implementation of the Light Temporal Attention Encoder (L-TAE) for satellite image time series. classification

✭ 43

python machine-learning deep-neural-networks deep-learning time-series satellite pytorch remote-sensing classification deeplearning satellite-imagery satellite-data time-series-classification self-attention

Bidirectional-Deep-readout-Echo-State-Network

Multi-variate time series classification with a bi-directional ESN with a readout implemented as a deep neural network.

✭ 24

python machine-learning tensorflow reservoir-computing time-series-classification

MultiRocket

Multiple pooling operators and transformations for fast and effective time series classification

✭ 52

typescript python time-series-classification

ijcnn19ensemble

Deep Neural Network Ensembles for Time Series Classification

✭ 106

python deep-neural-networks deep-learning ensemble time-series-classification

1-13 of 13 time-series-classification projects