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Projects in Awesome Lists tagged with time-series-analysis

A curated list of projects in awesome lists tagged with time-series-analysis .

https://github.com/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

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

Last synced: 26 Sep 2024

https://github.com/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

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

Last synced: 31 Jul 2024

https://github.com/dipanjans/practical-machine-learning-with-python

Master the essential skills needed to recognize and solve complex real-world problems with Machine Learning and Deep Learning by leveraging the highly popular Python Machine Learning Eco-system.

classification clustering computer-vision convolutional-neural-networks deep-learning jupyter jupyter-notebook keras machine-learning natural-language-processing nltk notebook pandas prophet python scikit-learn spacy statsmodels tensorflow time-series-analysis

Last synced: 26 Sep 2024

https://github.com/dipanjanS/practical-machine-learning-with-python

Master the essential skills needed to recognize and solve complex real-world problems with Machine Learning and Deep Learning by leveraging the highly popular Python Machine Learning Eco-system.

classification clustering computer-vision convolutional-neural-networks deep-learning jupyter jupyter-notebook keras machine-learning natural-language-processing nltk notebook pandas prophet python scikit-learn spacy statsmodels tensorflow time-series-analysis

Last synced: 31 Jul 2024

https://github.com/ddz16/TSFpaper

This repository contains a reading list of papers on Time Series Forecasting/Prediction (TSF) and Spatio-Temporal Forecasting/Prediction (STF). These papers are mainly categorized according to the type of model.

deep-learning deep-neural-networks paper-lists rnn spatial-temporal-forecasting spatio-temporal spatio-temporal-data spatio-temporal-prediction tcn time-series time-series-analysis time-series-forecasting time-series-models time-series-prediction transformer

Last synced: 02 Aug 2024

https://github.com/ddz16/tsfpaper

This repository contains a reading list of papers on Time Series Forecasting/Prediction (TSF) and Spatio-Temporal Forecasting/Prediction (STF). These papers are mainly categorized according to the type of model.

deep-learning deep-neural-networks paper-lists rnn spatial-temporal-forecasting spatio-temporal spatio-temporal-data spatio-temporal-prediction tcn time-series time-series-analysis time-series-forecasting time-series-models time-series-prediction transformer

Last synced: 30 Sep 2024

https://github.com/WenjieDu/PyPOTS

A Python toolkit/library for reality-centric machine/deep learning and data mining on partially-observed time series, including SOTA neural network models for scientific analysis tasks of imputation, classification, clustering, forecasting, & anomaly detection on incomplete industrial (irregularly-sampled) multivariate TS with NaN missing values

classification clustering data-mining data-science deep-learning forecasting healthcare imputation incomplete industrial interpolation machine-learning missing-values missingness neural-network partially-observed-time-series pytorch science-research time-series time-series-analysis

Last synced: 01 Aug 2024

https://github.com/autoviml/auto_ts

Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost Models on Time Series data sets with a Single Line of Code. Created by Ram Seshadri. Collaborators welcome.

arima auto-arima auto-sklearn auto-timeseries autokeras automl autosklearn prophet python python3 sklearn time-series time-series-analysis tpot

Last synced: 26 Sep 2024

https://github.com/AutoViML/Auto_TS

Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost Models on Time Series data sets with a Single Line of Code. Created by Ram Seshadri. Collaborators welcome.

arima auto-arima auto-sklearn auto-timeseries autokeras automl autosklearn prophet python python3 sklearn time-series time-series-analysis tpot

Last synced: 01 Aug 2024

https://github.com/benfulcher/hctsa

Highly comparative time-series analysis

feature-extraction matlab time-series time-series-analysis

Last synced: 01 Aug 2024

https://github.com/deeptime-ml/deeptime

Python library for analysis of time series data including dimensionality reduction, clustering, and Markov model estimation

coherent-set-detection covariance-estimation hidden-markov-model koopman-operator markov-model markov-state-model python time-series-analysis

Last synced: 01 Aug 2024

https://github.com/firmai/atspy

AtsPy: Automated Time Series Models in Python (by @firmai)

automated finance forecasting forecasting-models python time-series time-series-analysis

Last synced: 31 Jul 2024

https://github.com/PaddlePaddle/PaddleTS

Awesome Easy-to-Use Deep Time Series Modeling based on PaddlePaddle, including comprehensive functionality modules like TSDataset, Analysis, Transform, Models, AutoTS, and Ensemble, etc., supporting versatile tasks like time series forecasting, representation learning, and anomaly detection, etc., featured with quick tracking of SOTA deep models.

cost deepar informer n-beats n-hits nbeats nhits paddlepaddle paddlets time-series-analysis time-series-anomaly-detection time-series-forecasting time-series-models time-series-representation-learning ts2vec

Last synced: 08 Aug 2024

https://github.com/matrix-profile-foundation/matrixprofile

A Python 3 library making time series data mining tasks, utilizing matrix profile algorithms, accessible to everyone.

algorithms anomaly-detection clustering data-mining data-science hacktoberfest matrixprofile motif-discovery python python2 python3 segmentation time-series time-series-analysis

Last synced: 01 Oct 2024

https://github.com/DynamicsAndNeuralSystems/catch22

catch22: CAnonical Time-series CHaracteristics

feature-extraction time-series time-series-analysis

Last synced: 01 Aug 2024

https://github.com/tsurubee/banpei

Anomaly detection library based on singular spectrum transformation(sst)

anomaly-detection python time-series-analysis

Last synced: 30 Jul 2024

https://github.com/perslev/U-Time

U-Time: A Fully Convolutional Network for Time Series Segmentation

deep-learning fully-convolutional-networks segmentation sleep-analysis time-series-analysis

Last synced: 01 Aug 2024

https://github.com/billchen198318/bamboobsc

next version move to https://github.com/billchen198318/hillfog, bambooBSC is an opensource Balanced Scorecard (BSC) Business Intelligence (BI) Web platform. BSC's Vision, Perspectives, Objectives of strategy, Key Performance Indicators (KPIs), Strategy Map, and SWOT, PDCA & PDCA report, Time Series Analysis.

arima balanced-scorecard bsc bsc-vision dojo groovy jasperreports java jsp kpi kpi-report pdca plan-do-check-action strategic-management strategy struts2 swot swot-analysis time-series-analysis

Last synced: 29 Sep 2024

https://emapr.github.io/LT-GEE/

Google Earth Engine implementation of the LandTrendr spectral-temporal segmentation algorithm. For documentation see:

change-detection google-earth-engine landsat landscape-dynamics landtrendr mapping time-series-analysis

Last synced: 03 Aug 2024

https://github.com/empirical-soft/empirical-lang

A language for time-series analysis

programming-language time-series-analysis

Last synced: 31 Jul 2024

https://github.com/trainindata/feature-engineering-for-time-series-forecasting

Code repository for the online course "Feature Engineering for Time Series Forecasting".

forecasting forecasting-time-series machine-learning time-series time-series-analysis

Last synced: 02 Aug 2024

https://github.com/WenjieDu/TSDB

a Python toolbox loads 172 public time series datasets for machine learning/deep learning with a single line of code. Datasets from multiple domains, e.g. healthcare, financial, power, traffic, and weather.

classification data-mining database deep-learning forecasting imputation machine-learning partially-observed-time-series time-series time-series-analysis time-series-database time-series-datasets

Last synced: 01 Aug 2024

https://github.com/rafa-rod/pytrendseries

Detect trend in time series, drawdown, drawdown within a constant look-back window , maximum drawdown, time underwater.

downtrend drawdown drawdown-at-risk finance maximum-drawdown-at-risk python quant quantitative-finance time-series time-series-analysis time-under-water timeseries timeunderwater trends-detected uptrend

Last synced: 03 Aug 2024

https://github.com/IBCNServices/GENDIS

Contains an implementation (sklearn API) of the algorithm proposed in "GENDIS: GEnetic DIscovery of Shapelets" and code to reproduce all experiments.

data-mining evolutionary-algorithms shapelets time-series-analysis timeseries-analysis

Last synced: 01 Aug 2024

https://github.com/matrix-profile-foundation/mass-ts

MASS (Mueen's Algorithm for Similarity Search) - a python 2 and 3 compatible library used for searching time series sub-sequences under z-normalized Euclidean distance for similarity.

algorithms data-mining datascience distance-matrix euclidean-distances similarity-search time-series time-series-analysis time-series-data-mining

Last synced: 01 Aug 2024

https://github.com/thu-keg/chatlog

⏳ ChatLog: Recording and Analysing ChatGPT Across Time

chatgpt detection evaluation feature-extraction knowledge linguistic-analysis time-series-analysis

Last synced: 02 Aug 2024

https://github.com/tee-lab/PyDaddy

Python package to discover stochastic differential equations from time series data

python sde stochastic-differential-equations time-series time-series-analysis

Last synced: 02 Aug 2024

https://github.com/VachelHU/EvoNet

Time-Series Event Prediction with Evolutionary State Graph, WSDM 2021

deep-learning time-series-analysis

Last synced: 28 Sep 2024

https://github.com/agr-ayush/Landsat-Time-Series-Analysis-for-Multi-Temporal-Land-Cover-Classification

LANDSAT Time Series Analysis for Multi-temporal Land Cover Classification using Machine Learning techniques in Python and GUI development for automation of the process.

land-cover machine-learning python random-forest time-series-analysis tkinter-gui

Last synced: 03 Aug 2024

https://github.com/ztxtech/Time-Evidence-Fusion-Network

Official implementation of "Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting" (https://arxiv.org/abs/2405.06419)

cuda deep-learning machine-learning macos neural-network neural-networks pytorch time-series time-series-analysis time-series-forecasting time-series-prediction uestc

Last synced: 01 Aug 2024

https://github.com/mononitogoswami/tsad-model-selection

Code for "Unsupervised Model Selection for Time-series Anomaly Detection", ICLR 2023.

anomaly-detection machine-learning model-selection time-series-analysis unsupervised-learning

Last synced: 31 Jul 2024

https://business-science.github.io/modeltime.h2o/

Forecasting with H2O AutoML. Use the H2O Automatic Machine Learning algorithm as a backend for Modeltime Time Series Forecasting.

deep-learning forecast forecasting h2o machine-learning modeltime r r-package tidymodels time-series time-series-analysis timeseries

Last synced: 04 Aug 2024

https://github.com/bfergerson/chronetic

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

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

Last synced: 01 Oct 2024

https://github.com/boniolp/Theseus

[VLDB 2022] Dash application for "Navigating the Labyrinth of Time Series Anomaly Detection"

anomaly-detection dash dashboard pandas plotly plotly-dash python scikit-learn subsequence time-series time-series-analysis webapp

Last synced: 31 Jul 2024

https://github.com/alan-turing-institute/AnnotateChange

A simple flask application to collect annotations for the Turing Change Point Dataset, a benchmark dataset for change point detection algorithms

bootstrap change-detection changepoint changepoint-detection d3-visualization d3js d3v5 flask flask-application flask-login flask-sqlalchemy open-science reproducible-research time-series time-series-analysis

Last synced: 01 Aug 2024

https://github.com/inphyt/unrollingaverages.jl

A Julia package to deconvolve ("unroll") moving averages of time series to get the original ones back.

julia julia-language julia-package reverse-engineering statistics stats time-series time-series-analysis time-series-data time-series-database time-series-transformation

Last synced: 27 Sep 2024

https://github.com/lampspuc/statespacelearning.jl

StateSpaceLearning.jl is a Julia package for time-series analysis using state space learning framework.

best-subset-selection forecasting julia-language outlier-detection statistics time-series time-series-analysis

Last synced: 29 Sep 2024

https://github.com/tbep-tech/wqtrends

R package to assess water quality trends with generalized additive models

package reporting san-francisco-bay time-series-analysis water-quality

Last synced: 08 Aug 2024

https://github.com/infinimesh/plugins

Plugins to connect the infinimesh IoT and AI platform to 3rd party systems like SAP Hana, Snowflake, Elastic, Redis Enterprise and cloud storage of AWS, GCP and Azure

api golang grafana redis saphana scalytics snowflake time-series time-series-analysis

Last synced: 29 Sep 2024

https://github.com/paganini2008/vortex

A lightweight distributed streaming computing framework. It is based on memory computing, which is suitable for high availability, high concurrency and real-time computing business scenarios.

distributed-systems high-availability java springboot stream-processing time-series-analysis

Last synced: 02 Oct 2024

https://github.com/nomadsdev/financial-trend-analyzer

FinancialTrendAnalyzer helps analyze and visualize sales data to uncover financial trends. It uses Python to calculate total sales, track changes, and generate insightful charts for better decision-making.

business-intelligence data-analysis data-visualization financial-analysis matplotlib numpy pandas python revenue-trends sales-data seaborn time-series-analysis

Last synced: 26 Sep 2024

https://github.com/ttitcombe/timekeep

Defensive timeseries analysis in python

data data-science sklearn time-series time-series-analysis timeseries

Last synced: 30 Sep 2024

https://github.com/1401dev/iowa-liquor-retail-sales-analysis

This repository contains the analysis of Iowa liquor retail sales data, aimed at uncovering sales trends and forecasting future sales patterns. The project involves data cleaning, preparation, and advanced time series analysis using Microsoft SQL Server and Google Colab.

customer-behavior data-analysis data-cleaning data-science data-visualization exploratory-data-analysis forecasting google-colab machine-learning microsoft-sql-server pandas prophet python retail-analytics retail-sales sales-forecasting sales-performance sql statsmodels time-series-analysis

Last synced: 28 Sep 2024

https://github.com/zeeshanahsan1/realtime-stock-prediction-webapp

Academic project where the stock price prediction webapp uses LSTM Model trained on historical time series data and makes realtime predictions.

d3js django-framework lstm-neural-networks time-series-analysis

Last synced: 27 Sep 2024