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GitHub topics: time-series-classification

Ladbaby/PyOmniTS

🔬 A Researcher-Friendly Framework for Time Series Analysis. Train Any Model on Any Dataset!

Language: Python - Size: 5.42 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 9 - Forks: 2

aeon-toolkit/aeon

A toolkit for machine learning from time series

Language: Python - Size: 105 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 1,192 - Forks: 207

sktime/sktime

A unified framework for machine learning with time series

Language: Python - Size: 77.5 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 9,107 - Forks: 1,644

shamilnabiyev/alfa-uav-fault-detection

Applying machine learning on ALFA dataset for UAV fault detection

Language: Jupyter Notebook - Size: 4.93 MB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 13 - Forks: 2

johannfaouzi/pyts

A Python package for time series classification

Language: Python - Size: 7.53 MB - Last synced at: 4 days ago - Pushed at: 5 days ago - Stars: 1,823 - Forks: 171

tslearn-team/tslearn

The machine learning toolkit for time series analysis in Python

Language: Python - Size: 7.17 MB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 2,994 - Forks: 350

lmmentel/awesome-time-series

Resources for working with time series and sequence data

Size: 171 KB - Last synced at: 5 days ago - Pushed at: 6 months ago - Stars: 602 - Forks: 90

KimMeen/Awesome-GNN4TS

[TPAMI 2024] Awesome Resources of GNNs for Time Series Analysis (GNN4TS)

Size: 298 KB - Last synced at: 9 days ago - Pushed at: 11 months ago - Stars: 764 - Forks: 66

baraline/convst 📦

Implementation of the Random Dilated Shapelet Transform algorithm along with interpretability tools. ReadTheDocs documentation is not up to date with the current version for now.

Language: Python - Size: 12.4 MB - Last synced at: 9 days ago - Pushed at: over 1 year ago - Stars: 34 - Forks: 8

acvanzant1/gravitational-wave-detection

A machine learning framework for real-time gravitational wave (GW) signal classification using 1D-CNN and ResNet architectures. Developed and tested entirely on Apple Silicon hardware, the models are trained to distinguish binary black hole merger signals from realistic LIGO-like noise using open-source black hole data.

Language: Jupyter Notebook - Size: 28.7 MB - Last synced at: 14 days ago - Pushed at: 14 days ago - Stars: 1 - Forks: 0

Ladbaby/InsRec

🎹 A Musical Instrument Recognition App Using Neural Networks.

Language: Python - Size: 302 KB - Last synced at: 16 days ago - Pushed at: 16 days ago - Stars: 0 - Forks: 0

vfeofanov/mantis

Mantis: Lightweight Calibrated Foundation Model for User-Friendly Time Series Classification

Language: Jupyter Notebook - Size: 4.48 MB - Last synced at: 18 days ago - Pushed at: 18 days ago - Stars: 69 - Forks: 4

aimclub/Fedot.Industrial

Python framework for automated time series classification, regression and forecasting

Language: Python - Size: 404 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 88 - Forks: 9

cure-lab/Awesome-time-series

A comprehensive survey on the time series domains

Size: 953 KB - Last synced at: 18 days ago - Pushed at: over 1 year ago - Stars: 532 - Forks: 50

eonu/sequentia

Scikit-Learn compatible HMM and DTW based sequence machine learning algorithms in Python.

Language: Python - Size: 43.7 MB - Last synced at: 7 days ago - Pushed at: 6 months ago - Stars: 64 - Forks: 9

FilippoMB/python-time-series-handbook

Book and material for the course "Time series analysis with Python" (STA-2003)

Language: Jupyter Notebook - Size: 350 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 141 - Forks: 29

ANR-MYEL/SelF-Rocket

Code related to the paper "Time series classification with random convolution kernels: pooling operators and input representations matter"

Language: Python - Size: 2.9 MB - Last synced at: 19 days ago - Pushed at: about 2 months ago - Stars: 12 - Forks: 0

hfawaz/InceptionTime

InceptionTime: Finding AlexNet for Time Series Classification

Language: Python - Size: 743 KB - Last synced at: 30 days ago - Pushed at: over 1 year ago - Stars: 675 - Forks: 155

hfawaz/dl-4-tsc

Deep Learning for Time Series Classification

Language: Python - Size: 688 KB - Last synced at: about 1 month ago - Pushed at: over 2 years ago - Stars: 1,621 - Forks: 571

timeseriesAI/tsai

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

Language: Jupyter Notebook - Size: 1.44 GB - Last synced at: about 1 month ago - Pushed at: 4 months ago - Stars: 5,629 - Forks: 690

MSD-IRIMAS/COCALITE

COCALITE: A Hybrid Model COmbining CAtch22 and LITE for Time Series Classification

Language: Python - Size: 22.1 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 2 - Forks: 0

angus924/rocket

ROCKET: Exceptionally fast and accurate time series classification using random convolutional kernels

Language: Python - Size: 43 KB - Last synced at: 28 days ago - Pushed at: about 3 years ago - Stars: 440 - Forks: 59

Alro10/deep-learning-time-series

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

Language: Jupyter Notebook - Size: 1.22 MB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 2,703 - Forks: 531

moment-timeseries-foundation-model/moment

MOMENT: A Family of Open Time-series Foundation Models, ICML'24

Language: TypeScript - Size: 13.3 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 521 - Forks: 80

curiousily/Deep-Learning-For-Hackers

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)

Language: Jupyter Notebook - Size: 22.2 MB - Last synced at: about 1 month ago - Pushed at: about 5 years ago - Stars: 1,048 - Forks: 439

nla-group/fABBA

A Python library for the fast symbolic approximation of time series

Language: Python - Size: 550 MB - Last synced at: 7 days ago - Pushed at: about 1 month ago - Stars: 45 - Forks: 11

pintamonas4575/SERTEMP-project-MAADM-UPM

AI models applied to temporal series. Subject from UPM´s master degree in Machine Learning and Big Data

Language: Jupyter Notebook - Size: 14.5 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

angus924/minirocket

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

Language: Python - Size: 55.7 KB - Last synced at: about 1 month ago - Pushed at: about 3 years ago - Stars: 311 - Forks: 37

inEXASCALE/llm-abba

Time series analysis with LLM-ABBA: A symbolic approach

Language: TypeScript - Size: 48.4 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 3 - Forks: 2

FilippoMB/Time-series-classification-and-clustering-with-Reservoir-Computing

Library for implementing reservoir computing models (echo state networks) for multivariate time series classification, clustering, forecasting, and much more!

Language: Python - Size: 15.2 MB - Last synced at: about 1 month ago - Pushed at: 3 months ago - Stars: 379 - Forks: 85

BGU-CS-VIL/dtan

Official PyTorch implementation for our NeurIPS 2019 paper, Diffeomorphic Temporal Alignment Nets. TensorFlow\Keras version is available at tf_legacy branch.

Language: Jupyter Notebook - Size: 9.22 MB - Last synced at: about 1 month ago - Pushed at: 7 months ago - Stars: 68 - Forks: 15

patrickzib/dictionary

WEASEL 2.0 - A Random Dilated Dictionary Transform for Fast, Accurate and Constrained Memory Time Series Classification

Language: Jupyter Notebook - Size: 8.41 MB - Last synced at: 19 days ago - Pushed at: about 2 months ago - Stars: 17 - Forks: 4

VSainteuf/pytorch-psetae

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

Language: Python - Size: 1.98 MB - Last synced at: about 2 months ago - Pushed at: over 3 years ago - Stars: 198 - Forks: 43

shyamal-bhatt/End-to-End-Credit-Card-Fraud-Transaction-Detection-

App Link: https://ts-simple-forecast-app.streamlit.app/ Data Source link: https://www.kaggle.com/datasets/priyamchoksi/credit-card-transactions-dataset/data

Language: Jupyter Notebook - Size: 8.5 MB - Last synced at: 22 days ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0

Yutsuro/pytorch-time-series-classification

Simple model creation for time series classification in Pytorch

Language: Python - Size: 25.4 KB - Last synced at: 1 day ago - Pushed at: about 1 year ago - Stars: 10 - Forks: 1

aclai-lab/ModalDecisionTrees.jl

Julia implementation of Modal Decision Trees & Forests, for interpretable classification of spatial and temporal data. Long live Symbolic Learning!!

Language: Julia - Size: 2.84 MB - Last synced at: 13 days ago - Pushed at: 13 days ago - Stars: 11 - Forks: 2

filippogiruzzi/voice_activity_detection

Voice Activity Detection based on Deep Learning & TensorFlow

Language: Python - Size: 238 KB - Last synced at: about 2 months ago - Pushed at: about 2 years ago - Stars: 363 - Forks: 69

boniolp/MSAD

[VLDB 2023] Model Selection for Anomaly Detection in Time Series

Language: Jupyter Notebook - Size: 67.3 MB - Last synced at: about 2 months ago - Pushed at: 9 months ago - Stars: 33 - Forks: 6

eai2x/TimeSeriesMoonlightBox

time series analysis models source code

Language: Jupyter Notebook - Size: 41.3 MB - Last synced at: about 1 month ago - Pushed at: about 3 years ago - Stars: 241 - Forks: 77

emanuelespiritowork/standalone-projects

Projects of remote sensing with Google Earth Engine scripts

Language: JavaScript - Size: 2.06 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0

time-series-machine-learning/tsml-py

A toolkit for time series machine learning algorithms.

Language: Python - Size: 726 KB - Last synced at: 26 days ago - Pushed at: 2 months ago - Stars: 8 - Forks: 1

hushuguo/awesome-time-series-papers

This repository offers a collection of recent time series research papers, including forecasting, anomaly detection and so on , with links to code and resources.

Size: 215 KB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 384 - Forks: 13

PetoLau/TSrepr

TSrepr: R package for time series representations

Language: R - Size: 837 KB - Last synced at: 7 days ago - Pushed at: almost 5 years ago - Stars: 96 - Forks: 23

hfawaz/ijcnn19attacks

Adversarial Attacks on Deep Neural Networks for Time Series Classification

Language: Jupyter Notebook - Size: 4.77 MB - Last synced at: 2 months ago - Pushed at: almost 5 years ago - Stars: 77 - Forks: 28

angus924/hydra

HYDRA: Competing convolutional kernels for fast and accurate time series classification

Language: Python - Size: 686 KB - Last synced at: 3 months ago - Pushed at: 11 months ago - Stars: 53 - Forks: 5

sktime/sktime-dl

DEPRECATED, now in sktime - companion package for deep learning based on TensorFlow

Language: Python - Size: 1.32 MB - Last synced at: 2 days ago - Pushed at: 11 months ago - Stars: 598 - Forks: 79

BorealisAI/TSC-Disc-Proto

Discriminative Prototypes learned by Dynamic Time Warping (DTW) for Time Series Classification (TSC)

Language: Python - Size: 44.9 KB - Last synced at: 3 months ago - Pushed at: over 4 years ago - Stars: 32 - Forks: 2

sylvaincom/astride

[EUSIPCO 2024] Python implementation of "ASTRIDE: Adaptive Symbolization for Time Series Databases"

Language: Jupyter Notebook - Size: 5.76 MB - Last synced at: 2 months ago - Pushed at: 7 months ago - Stars: 17 - Forks: 3

HosseinKarimi128/timeseries-event-detection

Time Series Event Detection

Language: Python - Size: 1.21 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

FilippoMB/Bidirectional-Deep-readout-Echo-State-Network

Multivariate time series classification with a bi-directional ESN with a deep neural network readout.

Language: Python - Size: 10.1 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 25 - Forks: 11

FilippoMB/Time-Series-Cluster-Kernel

Kernel similarity for classification and clustering of multi-variate time series with missing values.

Language: Jupyter Notebook - Size: 4.63 MB - Last synced at: 23 days ago - Pushed at: about 1 year ago - Stars: 4 - Forks: 0

uGR17/TIMEX_CLUSTERING

Library for Time-Series Clustering-as-a-Service.

Language: Python - Size: 13.5 MB - Last synced at: about 1 month ago - Pushed at: over 3 years ago - Stars: 2 - Forks: 1

ashishpatel26/Shapelet-time-Series-Classification

Shapelet time Series Classification with tslearn

Language: Jupyter Notebook - Size: 281 KB - Last synced at: about 1 month ago - Pushed at: about 4 years ago - Stars: 7 - Forks: 2

ashishpatel26/Introduction-to-Time-Series-forecasting

Time Series Analysis of Internation Air Passengers

Language: Jupyter Notebook - Size: 8.02 MB - Last synced at: about 1 month ago - Pushed at: almost 6 years ago - Stars: 40 - Forks: 18

angus924/quant

QUANT: A Minimalist Interval Method for Time Series Classification

Language: Python - Size: 41 KB - Last synced at: 2 months ago - Pushed at: 3 months ago - Stars: 22 - Forks: 3

ZINZINBIN/Disruption-Prediciton-based-on-Multimodal-Deep-Learning

Research-repository: Disruption Prediction and Analysis through Multimodal Deep Learning in KSTAR

Language: Jupyter Notebook - Size: 196 MB - Last synced at: 2 months ago - Pushed at: 4 months ago - Stars: 2 - Forks: 0

ZINZINBIN/Bayesian-Disruption-Prediction

Research-repository: Bayesian neural networks for predicting disruptions using EFIT and diagnostic data in KSTAR

Language: Jupyter Notebook - Size: 31.6 MB - Last synced at: 2 months ago - Pushed at: 4 months ago - Stars: 2 - Forks: 0

hfawaz/bigdata18

Transfer learning for time series classification

Language: Python - Size: 3.57 MB - Last synced at: about 1 month ago - Pushed at: about 6 years ago - Stars: 379 - Forks: 68

angus924/aaltd2024

Highly Scalable Time Series Classification for Very Large Datasets

Language: Python - Size: 261 KB - Last synced at: 3 months ago - Pushed at: 11 months ago - Stars: 7 - Forks: 1

hfawaz/aaltd18

Data augmentation using synthetic data for time series classification with deep residual networks

Language: Python - Size: 245 KB - Last synced at: 2 months ago - Pushed at: over 6 years ago - Stars: 185 - Forks: 42

emailic/Sensor-Data-Time-Series-Classification-Forecasting-Clustering-Anomaly-Detection-Explainability

In this repository you may find data and code used for a machine learning project in sensor data done in collaboration with my colleagues Lorenzo Ferri and Roberta Pappolla at the University of Pisa.

Language: Jupyter Notebook - Size: 6.63 MB - Last synced at: 2 months ago - Pushed at: almost 3 years ago - Stars: 3 - Forks: 1

adrienpetralia/TransApp

[VLDB 2024] ADF & TransApp: A Transformer-Based Framework for Appliance Detection Using Smart Meter Consumption Series

Language: Python - Size: 494 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 9 - Forks: 0

flaviagiammarino/stanford-hypoglycemia-forecasting

A machine learning model for week-ahead hypoglycemia prediction from continuous glucose monitoring data.

Language: Python - Size: 1.05 MB - Last synced at: 2 months ago - Pushed at: over 1 year ago - Stars: 7 - Forks: 1

tallamjr/astronet

Efficient Deep Learning for Real-time Classification of Astronomical Transients and Multivariate Time-series

Language: Jupyter Notebook - Size: 623 MB - Last synced at: about 2 months ago - Pushed at: about 2 years ago - Stars: 15 - Forks: 3

pngo1997/Recurrent-Neural-Network-Time-Series-Classification

Applies deep learning for time series classification using the LSST (Large Synoptic Survey Telescope) dataset.

Language: Jupyter Notebook - Size: 5.07 MB - Last synced at: 4 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

SophiaVei/Time-Series-Classification

Time Series Classification Analysis of 21 algorithms on the UCR archive datasets + Introduction to a Convolution-based classifier with Feature Selection

Language: Jupyter Notebook - Size: 32.3 MB - Last synced at: 2 months ago - Pushed at: 10 months ago - Stars: 2 - Forks: 0

Hyun-Ryu/simpsi

Official code for "SimPSI: A Simple Strategy to Preserve Spectral Information in Time Series Data Augmentation", AAAI 2024.

Language: Python - Size: 188 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 30 - Forks: 7

alagoz/drtsf

DRTSF: A New Feature-Based Framework Using Diverse Representations to Classify Time Series Efficiently and Effectively

Size: 3.91 KB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 0

paulohdscoelho/graph_neural_alchemist

Um framework modular que implementa diversos frameworks de séries-como-grafos para classificação de séries temporais usando Redes Neurais em Grafos (GNNs). Suporta múltiplas estratégias de conversão de séries temporais para grafos e várias arquiteturas de GNN.

Language: Python - Size: 93.8 KB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 0

aybchan/time-series-classification

time series classification from scratch with deep neural networks (WIP)

Language: Python - Size: 21.5 KB - Last synced at: 3 months ago - Pushed at: almost 6 years ago - Stars: 16 - Forks: 8

FlaAI/TSFool

Repository of paper "TSFool: Crafting Highly-Imperceptible Adversarial Time Series through Multi-Objective Attack" (ECAI'24)

Language: Python - Size: 202 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 13 - Forks: 1

VincentSch4rf/torchtime

Datasets, Transforms and Models specific to Time Series, powered by PyTorch

Language: Python - Size: 1.23 MB - Last synced at: about 10 hours ago - Pushed at: 8 months ago - Stars: 7 - Forks: 0

eriknovak/TARNet

The experiment scripts of the TARNet model for classification of time series with missing balues

Language: Jupyter Notebook - Size: 2.06 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0

hfawaz/miccai18

Evaluating surgical skills from kinematic data using convolutional neural networks

Language: Jupyter Notebook - Size: 1.16 MB - Last synced at: 2 months ago - Pushed at: over 6 years ago - Stars: 22 - Forks: 9

INU-Capstone-Project-ZZZK/.github

2024 캡스턴 프로젝트 개발 저장소 with Flutter and Time Series Deeplearning

Size: 7.11 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0

antoninkriz/cuketa

CUDA implementation of the MiniRocket algorithm

Language: TeX - Size: 1.15 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0

hfawaz/ijcnn19ensemble

Deep Neural Network Ensembles for Time Series Classification

Language: Python - Size: 307 KB - Last synced at: 2 months ago - Pushed at: almost 2 years ago - Stars: 111 - Forks: 38

Luckilyeee/shapeDBA-CFE

Reliable Time Series Counterfactual Explanations Guided by ShapeDBA (2024 Big data)

Language: Python - Size: 4.65 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0

samresume/Cleaned-SWANSF-Dataset

The SWAN-SF dataset is now fully preprocessed, optimized, and ready for binary classification tasks. Our team is excited to release the enhanced version of the SWAN-SF dataset across all five partitions.

Size: 323 KB - Last synced at: 2 months ago - Pushed at: 8 months ago - Stars: 2 - Forks: 0

samresume/SWANSF-DataPreprocessing-Sampling-Notebooks

These notebooks provide a comprehensive workflow, from start to finish, for processing and analyzing the SWAN-SF dataset. They include detailed steps for reading the dataset files, performing full preprocessing, and executing classification.

Language: Jupyter Notebook - Size: 4.26 MB - Last synced at: 2 months ago - Pushed at: 8 months ago - Stars: 1 - Forks: 0

bhattbhavesh91/time_series_notebooks

My Experiments with Time Series

Language: Jupyter Notebook - Size: 3.12 MB - Last synced at: 2 months ago - Pushed at: about 4 years ago - Stars: 25 - Forks: 30

adrienpetralia/devicescope Fork of boniolp/whichdevice

DeviceScope: An Interactive App to Detect and Localize Appliance Patterns in Electricity Consumption Time Series

Language: Python - Size: 1.12 GB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 1 - Forks: 0

xmootoo/sss-official

A framework for variable-length time series classification (VSTC) with local signal interpretability.

Language: Python - Size: 18.3 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 3 - Forks: 0

samresume/ChronoGAN

This advanced framework integrates the benefits of an Autoencoder-generated embedding space with the adversarial training dynamics of GANs for time series generation..

Language: Jupyter Notebook - Size: 7.85 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 3 - Forks: 0

jaypmorgan/predicting-temporal-patterns

Source code for the paper entitled "Predicting Temporal Patterns in Keyword Searches with Recurrent Neural Networks - Phenotyping Human Behaviour from Search Engine Usage" for ICMLA 2024

Language: R - Size: 44.9 KB - Last synced at: 3 months ago - Pushed at: 10 months ago - Stars: 1 - Forks: 0

samresume/SeriesGAN

We introduce an advanced framework that integrates the advantages of an autoencoder-generated embedding space with the adversarial training dynamics of GANs for time series generation.

Language: Jupyter Notebook - Size: 5.33 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 1 - Forks: 0

AziziShekoofeh/Time-series-Classification

Classification of Time-series data with RNN

Language: Python - Size: 40 KB - Last synced at: 1 day ago - Pushed at: over 5 years ago - Stars: 18 - Forks: 4

SophiaVei/Time-Series-Classification-with-ConvFS-on-Wearables

ConvFS (Convolutional Feature Selection) - an extra fast and accurate time series classifier - tried on a real-world large dataset created on wearable devices.

Language: Python - Size: 725 KB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 0 - Forks: 0

Luckilyeee/AB-CF

Attention-based Counterfactual Explanation for Multivariate Time Series (DaWak 2023)

Language: Jupyter Notebook - Size: 754 KB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 2 - Forks: 0

Luckilyeee/SG-CF

SG-CF Shapelet-Guided Counterfactual Explanation for Time Series Data (2022 Big Data)

Language: Jupyter Notebook - Size: 36.8 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 2 - Forks: 0

fg-research/inception-time-sagemaker

SageMaker implementation of InceptionTime model for time series classification.

Language: Jupyter Notebook - Size: 14.7 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 0 - Forks: 0

fg-research/lstm-fcn-sagemaker

SageMaker implementation of LSTM-FCN model for time series classification.

Language: Jupyter Notebook - Size: 11.2 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 1 - Forks: 0

TemryL/EyeRub-Det

This repository presents a machine learning method using transformers to detect eye rubbing through smartwatch IMU data, aiming to aid in the prevention and management of ectatic disorders like keratoconus. Our approach demonstrates the feasibility of distinguishing eye rubbing from similar hand gestures using wearable devices.

Language: Python - Size: 118 KB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 0

ahmedshahriar/Time-Series-Projects

Collection of my Time series Analysis Projects

Language: Jupyter Notebook - Size: 3.99 MB - Last synced at: 3 months ago - Pushed at: over 3 years ago - Stars: 3 - Forks: 1

giopaglia/ModalDecisionTrees.jl Fork of JuliaAI/DecisionTree.jl 📦

Julia implementation of Modal Decision Trees & Forests, for interpretable classification of spatial and temporal data. Long live Symbolic Learning!!

Language: Julia - Size: 4.74 MB - Last synced at: 8 months ago - Pushed at: 10 months ago - Stars: 15 - Forks: 2

SophiaVei/Time-Series-Classification-Review

Language: Jupyter Notebook - Size: 31.3 MB - Last synced at: 2 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 0

ImRTon/TiMAE-Lightning

Unofficial implementation of Ti-MAE in PyTorch Lightning.

Language: Python - Size: 73.2 KB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 0

AI4HealthUOL/ECG-MIMIC

Repository for the paper 'Prospects for AI-Enhanced ECG as a Unified Screening Tool for Cardiac and Non-Cardiac Conditions -- An Explorative Study in Emergency Care'.

Language: Python - Size: 4.63 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 23 - Forks: 1

YJJ6342/EnergyData

Energy Theft Detection using ImageTransformation, DNN, TCN, Transformer, ViT

Language: Jupyter Notebook - Size: 4.42 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 0 - Forks: 0

White-Link/UnsupervisedScalableRepresentationLearningTimeSeries

Unsupervised Scalable Representation Learning for Multivariate Time Series: Experiments

Language: Jupyter Notebook - Size: 2.9 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 392 - Forks: 93

Related Keywords
time-series-classification 203 time-series 79 deep-learning 64 machine-learning 56 time-series-analysis 49 time-series-forecasting 32 python 29 pytorch 22 classification 18 tensorflow 15 convolutional-neural-networks 14 deep-neural-networks 13 time-series-clustering 13 time-series-prediction 13 neural-networks 12 anomaly-detection 11 recurrent-neural-networks 11 multivariate-timeseries 9 lstm 9 dynamic-time-warping 8 keras 7 scalable 7 timeseries 7 time-series-regression 7 scikit-learn 7 data-science 7 time-series-anomaly-detection 6 artificial-intelligence 6 transformer 6 research-paper 5 convolution 5 rocket 5 human-activity-recognition 5 rnn 5 transformers 5 forecasting 5 python3 5 computer-vision 4 feature-extraction 4 cnn 4 neural-network 4 time-series-data-mining 4 decision-trees 4 convolutional-neural-network 4 dtw 4 reservoir-computing 4 sktime 4 multivariate-time-series 4 data-mining 4 counterfactual-explanations 4 sagemaker 3 inception-architecture 3 aws 3 amazon-web-services 3 remote-sensing 3 ucr 3 signal-processing 3 echo-state-networks 3 ecg 3 symbolic-representation 3 prophet 3 prediction 3 time-series-segmentation 3 data-preprocessing 3 gru 3 machine-learning-algorithms 3 convolutional-kernel 3 time-series-database 3 autoencoder 3 random-forest 3 appliance-detection 3 early-classification 3 electricity-consumption 3 regression 3 deeplearning 3 explainable-ai 3 1d-convolution 3 resnet 3 pytorch-lightning 3 ucr-archive 3 normalization 3 autoencoders 3 shapelets 3 eeg 2 timegan 2 series-classification 2 principal-component-analysis 2 ensemble 2 solar-flare-prediction 2 imputation 2 minirocket 2 smart-meter-data 2 reinforcement-learning 2 multivariate-time-series-analysis 2 deep-reinforcement-learning 2 data-analysis 2 ensemble-learning 2 euclidean-distances 2 data-augmentation 2 longitudinal-data 2