time-series

There are 211 repositories under time-series topic.

prometheus / prometheus
The Prometheus monitoring system and time series database.
monitoring metrics alerting graphing time-series prometheus hacktoberfest
Language:Go 60375
influxdata / influxdb
Scalable datastore for metrics, events, and real-time analytics
influxdb monitoring database time-series metrics go react rust
Language:Rust 30622
TDengine
taosdata / TDengine
High-performance, scalable time-series database designed for Industrial IoT (IIoT) scenarios
iot bigdata time-series database industrial-iot connected-vehicles monitoring tsdb tdengine sql time-series-database scalability cluster metrics financial-analysis cloud-native distributed
Language:C 24326
timescale / timescaledb
A time-series database for high-performance real-time analytics packaged as a Postgres extension
analytics database financial-analysis hacktoberfest iot postgres postgresql sql tigerdata time-series time-series-database timescaledb tsdb
Language:C 20132
influxdata / telegraf
Agent for collecting, processing, aggregating, and writing metrics, logs, and other arbitrary data.
telegraf monitoring time-series metrics gnmi golang influxdb json kafka logs modbus mqtt opcua windows-eventlog windows-management-instrumentation xpath
Language:Go 16219
questdb
questdb / questdb
QuestDB is a high performance, open-source, time-series database
time-series low-latency database sql grafana simd questdb tsdb java postgresql cpp time-series-database financial-analysis capital-markets market-data olap real-time-analytics tick-data kdb parquet
Language:Java 16090
ccfos / nightingale
Nightingale for monitoring and alerting, just as Grafana for visualization.
monitoring time-series nightingale tsdb open-falcon alerting metrics observability ccf
Language:Go 12147
thuml / Time-Series-Library
A Library for Advanced Deep Time Series Models for General Time Series Analysis.
deep-learning time-series time-series-analysis
Language:Python 9975
pycaret / pycaret
An open-source, low-code machine learning library in Python
anomaly-detection citizen-data-scientists classification clustering data-science gpu machine-learning ml pycaret python regression time-series
Language:Jupyter Notebook 9504
leeoniya / uPlot
📈 A small, fast chart for time series, lines, areas, ohlc & bars
time-series ohlc line-chart performance lightweight plotting graphs charts streaming analytics plot data-visualization chart graph timeseries trend-analysis
Language:JavaScript 9395
autogluon
autogluon / autogluon
Fast and Accurate ML in 3 Lines of Code
automl machine-learning data-science deep-learning ensemble-learning computer-vision natural-language-processing structured-data object-detection gluon transfer-learning pytorch automated-machine-learning scikit-learn autogluon tabular-data hyperparameter-optimization time-series forecasting python
Language:Python 9387
sktime
sktime / sktime
A unified framework for machine learning with time series
time-series machine-learning scikit-learn time-series-classification time-series-regression forecasting time-series-analysis data-science data-mining hacktoberfest ai anomaly-detection changepoint-detection sktime time-series-segmentation
Language:Python 9254
tsfresh
blue-yonder / tsfresh
Automatic extraction of relevant features from time series:
data-science feature-extraction time-series
Language:Jupyter Notebook 8954
unit8co / darts
A python library for user-friendly forecasting and anomaly detection on time series.
anomaly-detection data-science deep-learning forecasting machine-learning python time-series
Language:Python 8892
open-falcon / falcon-plus
An open-source and enterprise-level monitoring system.
monitoring falcon time-series grafana nightingale falcon-ng obsuite
Language:Go 7279
zhouhaoyi / Informer2020
The GitHub repository for the paper "Informer" accepted by AAAI 2021.
deep-learning self-attention time-series pytorch forecasting transformer
Language:Python 6174
graphite-project / graphite-web
A highly scalable real-time graphing system
graphite-web graphite-components graphite time-series python django metrics
Language:JavaScript 6019
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
time-series-classification deep-learning fastai pytorch timeseries time-series sequential time-series-analysis transformer cnn rnn state-of-the-art self-supervised classification regression forecasting inceptiontime rocket machine-learning python
Language:Jupyter Notebook 5790
polakowo / vectorbt
Find your trading edge, using the fastest engine for backtesting, algorithmic trading, and research.
backtesting trading algorithmic-trading trading-strategies cryptocurrency data-visualization time-series data-science finance machine-learning portfolio-optimization quantitative-finance quantitative-analysis algorithmic-traiding
Language:Python 5784
PaddlePaddle / PaddleX
All-in-One Development Tool based on PaddlePaddle
classification segmentation deployment ocr time-series pp-chatocr ai-pipelines object-detection formula-recognition layout-detection pdf2markdown speech-recognition
Language:Python 5756
GreptimeTeam / greptimedb
Open-source, cloud-native, unified observability database for metrics, logs and traces, supporting SQL/PromQL/Streaming. Available on GreptimeCloud.
cloud-native database distributed rust sql time-series analytics metrics tsdb monitoring logs observability traces promql rust-database observability-database greptimedb observability-datalake
Language:Rust 5529
PlotJuggler
facontidavide / PlotJuggler
The Time Series Visualization Tool that you deserve.
ros qt5 plot chart time-series px4 ulog rosbag csv mqtt lua visualize-data labstreaminglayer
Language:C++ 5337
gluonts
awslabs / gluonts
Probabilistic time series modeling in Python
time-series deep-learning forecasting neural-networks machine-learning time-series-prediction time-series-forecasting mxnet pytorch aws sagemaker timeseries artificial-intelligence data-science torch
Language:Python 5003
Nixtla / statsforecast
Lightning ⚡️ fast forecasting with statistical and econometric models.
arima automl baselines data-science econometrics ets exponential-smoothing fbprophet forecasting machine-learning mstl naive neuralprophet predictions prophet python seasonal-naive statistics theta time-series
Language:Python 4505
crate / crate
CrateDB is a distributed and scalable SQL database for storing and analyzing massive amounts of data in near real-time, even with complex queries. It is PostgreSQL-compatible, and based on Lucene.
sql distributed database iot cratedb distributed-database iot-database iot-analytics industrial-iot olap big-data dbms analytics time-series lucene tsdb postgresql elasticsearch distributed-sql-database vector-database
Language:Java 4295
salesforce / Merlion
Merlion: A Machine Learning Framework for Time Series Intelligence
time-series anomaly-detection forecasting machine-learning benchmarking automl ensemble-learning
Language:Python 4246
neural_prophet
ourownstory / neural_prophet
NeuralProphet: A simple forecasting package
forecasting time-series machine-learning fbprophet prophet forecast artificial-intelligence prediction trend seasonality autoregression pytorch timeseries forecasting-algorithm forecasting-model neuralprophet neural neural-network python deep-learning
Language:Python 4169
khuyentran1401 / Data-science
Collection of useful data science topics along with articles, videos, and code
articles artificial-intelligence data-analysis data-science data-visualization machine-learning natural-language-processing python scraping time-series
Language:Jupyter Notebook 4086
ravendb / ravendb
ACID Document Database
ravendb nosql database csharp dotnet full-text-search indexing iot search-engine sharding spatial time-series vector-search document-database
Language:C# 3855
Nixtla / neuralforecast
Scalable and user friendly neural :brain: forecasting algorithms.
deep-learning forecasting esrnn nbeats nbeatsx time-series pytorch transformer nhits neural-network machine-learning deep-neural-networks deepar tft robust-regression hierarchical-forecasting probabilistic-forecasting baselines baselines-zoo hint
Language:Python 3736
chronos-forecasting
amazon-science / chronos-forecasting
Chronos: Pretrained Models for Probabilistic Time Series Forecasting
forecasting large-language-models llm machine-learning time-series foundation-models pretrained-models time-series-forecasting timeseries artificial-intelligence huggingface huggingface-transformers transformers
Language:Python 3626
rob-med / awesome-TS-anomaly-detection
List of tools & datasets for anomaly detection on time-series data.
anomaly-detection awesome-list data-analysis data-mining machine-learning outlier-detection temporal-data time-series
3120
kizniche / Mycodo
An environmental monitoring and regulation system
automation cultivation environment graphs grow hydroponic measurements monitoring mushroom pid plants python raspberry-pi regulation relay sensors time-series timer
Language:Python 3068
tslearn-team / tslearn
The machine learning toolkit for time series analysis in Python
time-series timeseries time-series-analysis time-series-clustering machine-learning machine-learning-algorithms machinelearning dtw python time-series-classification dynamic-time-warping
Language:Python 3032
qingsongedu / time-series-transformers-review
A professionally curated list of awesome resources (paper, code, data, etc.) on transformers in time series.
timeseries transformer forecasting anomalydetection classification timeseries-analysis time-series time-series-forecasting machine-learning deep-learning awesome survey transformers review
2863
Alro10 / deep-learning-time-series
List of papers, code and experiments using deep learning for time series forecasting
time-series-forecasting lstm-neural-networks lstm deep-learning forecasting-models prediction python3 pytorch tensorflow series-forecasting series-classification time-series time-series-prediction time-series-classification forecasting-competitions demand-forecasting recurrent-neural-networks series-analysis sales-forecasting deep-neural-networks
Language:Jupyter Notebook 2730