UCR_Time_Series_Classification_Deep_Learning_Baseline

Time series classifier

Developing and evaluating deep learning models for time series classification with a focus on interpretability and deployability.

Fully Convlutional Neural Networks for state-of-the-art time series classification

GitHub

682 stars
27 watching
204 forks
Language: Python
last commit: about 7 years ago
convolutional-networksdeep-learningtime-series

Related projects:

RepositoryDescriptionStars
hfawaz/dl-4-tscThis project provides a framework for evaluating and comparing different deep learning architectures for time series classification tasks.1,576
charlotte-pel/temporalcnnA deep learning-based approach to classifying satellite image time series using convolutional neural networks.149
damitkwr/esrnn-gpuA PyTorch implementation of an optimized deep learning model for time series forecasting on GPUs.319
jordipons/icassp2017Designs efficient architectures for modeling temporal features with deep learning networks16
mohaseeb/shaplets-pythonA Python implementation of a shapelet-based time-series classification algorithm using gradient descent.217
preritj/segmentationDeep learning models for semantic segmentation of images101
dmbee/seglearnA machine learning tool for time series data analysis and modeling573
csailvision/places365Provides pre-trained deep learning models for scene classification on the Places365 dataset1,935
kdd-opensource/deepadotsA benchmarking pipeline for evaluating anomaly detection methods on time series data using deep learning algorithms571
johannfaouzi/pytsA Python package for time series classification and analysis1,781
benedekrozemberczki/pytorch_geometric_temporalA PyTorch extension for building temporal graph neural networks with support for recurrent and attention-based models2,694
jpeg729/pytorch_bitsAn experimental framework for developing and testing deep learning models on time-series prediction tasks79
ahmedfgad/numpycnnA Python implementation of a Convolutional Neural Network from scratch using NumPy for building CNNs from scratch577
joshuaulrich/xtsA time series class that extends zoo to provide uniform handling of many R time series classes219
ibm/max-inception-resnet-v2An image classification model using a third-generation deep residual network.27