Awesome Open Source
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The Top 224 Time Series Open Source Projects
Categories
>
Data Storage
>
Time Series
Netdata
⭐
51,142
Real-time performance monitoring, done right! https://www.netdata.cloud
Prometheus
⭐
34,835
The Prometheus monitoring system and time series database.
Influxdb
⭐
20,328
Scalable datastore for metrics, events, and real-time analytics
Tdengine
⭐
14,400
An open-source big data platform designed and optimized for the Internet of Things (IoT).
Timescaledb
⭐
10,176
An open-source time-series SQL database optimized for fast ingest and complex queries. Packaged as a PostgreSQL extension.
Telegraf
⭐
9,650
The plugin-driven server agent for collecting & reporting metrics.
Falcon Plus
⭐
6,341
An open-source and enterprise-level monitoring system.
Uplot
⭐
5,818
📈 A small, fast chart for time series, lines, areas, ohlc & bars
Tsfresh
⭐
5,305
Automatic extraction of relevant features from time series:
Graphite Web
⭐
5,119
A highly scalable real-time graphing system
Sktime
⭐
3,466
A unified framework for machine learning with time series
Nightingale
⭐
2,849
💡 A Distributed and High-Performance Monitoring System. The next generation of Open-Falcon
Pipelinedb
⭐
2,356
High-performance time-series aggregation for PostgreSQL
Questdb
⭐
2,254
An open source SQL database designed to process time series data, faster
Plotjuggler
⭐
2,019
The Time Series Visualization Tool that you deserve.
Kapacitor
⭐
1,999
Open source framework for processing, monitoring, and alerting on time series data
Pyflux
⭐
1,845
Open source time series library for Python
Forecasting
⭐
1,696
Time Series Forecasting Best Practices & Examples
Gluon Ts
⭐
1,677
Probabilistic time series modeling in Python
Hypertools
⭐
1,609
A Python toolbox for gaining geometric insights into high-dimensional data
Awesome Ts Anomaly Detection
⭐
1,560
List of tools & datasets for anomaly detection on time-series data.
Kaggle Web Traffic
⭐
1,526
1st place solution
Tslearn
⭐
1,446
A machine learning toolkit dedicated to time-series data
Carbon
⭐
1,410
Carbon is one of the components of Graphite, and is responsible for receiving metrics over the network and writing them down to disk using a storage backend.
Griddb
⭐
1,365
GridDB is a next-generation open source database that makes time series IoT and big data fast,and easy.
Filodb
⭐
1,257
Distributed Prometheus time series database
Marketstore
⭐
1,223
DataFrame Server for Financial Timeseries Data
Awesome_time_series_in_python
⭐
1,176
This curated list contains python packages for time series analysis
Covid19
⭐
1,166
JSON time-series of coronavirus cases (confirmed, deaths and recovered) per country - updated daily
Whisper
⭐
1,110
Whisper is a file-based time-series database format for Graphite.
Neural_prophet
⭐
1,036
NeuralProphet - A simple forecasting model based on Neural Networks in PyTorch
Traildb
⭐
1,023
TrailDB is an efficient tool for storing and querying series of events
Egads
⭐
982
A Java package to automatically detect anomalies in large scale time-series data
Heroic
⭐
830
The Heroic Time Series Database
Mycodo
⭐
815
An environmental monitoring and regulation system
Void
⭐
814
terminal-based personal organizer
Awesome Ai Ml Dl
⭐
806
Awesome Artificial Intelligence, Machine Learning and Deep Learning as we learn it. Study notes and a curated list of awesome resources of such topics.
Pmdarima
⭐
798
A statistical library designed to fill the void in Python's time series analysis capabilities, including the equivalent of R's auto.arima function.
Akumuli
⭐
744
Time-series database
Btgym
⭐
732
Scalable, event-driven, deep-learning-friendly backtesting library
Darts
⭐
698
A python library for easy manipulation and forecasting of time series.
Deep Learning Time Series
⭐
698
List of papers, code and experiments using deep learning for time series forecasting
Fecon235
⭐
694
Notebooks for financial economics. Keywords: Jupyter notebook pandas Federal Reserve FRED Ferbus GDP CPI PCE inflation unemployment wage income debt Case-Shiller housing asset portfolio equities SPX bonds TIPS rates currency FX euro EUR USD JPY yen XAU gold Brent WTI oil Holt-Winters time-series forecasting statistics econometrics
Rnn Time Series Anomaly Detection
⭐
690
RNN based Time-series Anomaly detector model implemented in Pytorch.
H1st
⭐
683
The AI Application Platform We All Need. Human AND Machine Intelligence. Based on experience building AI solutions at Panasonic: robotics predictive maintenance, cold-chain energy optimization, Gigafactory battery mfg, avionics, automotive cybersecurity, and more.
Getting Things Done With Pytorch
⭐
661
Jupyter Notebook tutorials on solving real-world problems with Machine Learning & Deep Learning using PyTorch. Topics: Face detection with Detectron 2, Time Series anomaly detection with LSTM Autoencoders, Object Detection with YOLO v5, Build your first Neural Network, Time Series forecasting for Coronavirus daily cases, Sentiment Analysis with BERT.
Arch
⭐
633
ARCH models in Python
Ad_examples
⭐
623
A collection of anomaly detection methods (iid/point-based, graph and time series) including active learning for anomaly detection/discovery, bayesian rule-mining, description for diversity/explanation/interpretability. Analysis of incorporating label feedback with ensemble and tree-based detectors. Includes adversarial attacks with Graph Convolutional Network.
Tidyquant
⭐
615
Bringing financial analysis to the tidyverse
Matrixprofile Ts
⭐
605
A Python library for detecting patterns and anomalies in massive datasets using the Matrix Profile
Dcrnn
⭐
603
Implementation of Diffusion Convolutional Recurrent Neural Network in Tensorflow
Elki
⭐
601
ELKI Data Mining Toolkit
Rwa
⭐
592
Machine Learning on Sequential Data Using a Recurrent Weighted Average
Web Traffic Forecasting
⭐
590
Kaggle | Web Traffic Forecasting 📈
Adtk
⭐
584
A Python toolkit for rule-based/unsupervised anomaly detection in time series
Quantmod
⭐
565
Quantitative Financial Modelling Framework
Telemanom
⭐
560
A framework for using LSTMs to detect anomalies in multivariate time series data. Includes spacecraft anomaly data and experiments from the Mars Science Laboratory and SMAP missions.
Promxy
⭐
539
An aggregating proxy to enable HA prometheus
Multilabel Timeseries Classification With Lstm
⭐
514
Tensorflow implementation of paper: Learning to Diagnose with LSTM Recurrent Neural Networks.
Tsbs
⭐
512
Time Series Benchmark Suite, a tool for comparing and evaluating databases for time series data
Turbopfor Integer Compression
⭐
510
Fastest Integer Compression
Tgres
⭐
480
Time Series in Go and PostgreSQL
Awesome Time Series Database
⭐
479
🕖 A curated list of awesome time series databases, benchmarks and papers
Rgan
⭐
467
Recurrent (conditional) generative adversarial networks for generating real-valued time series data.
Ucr_time_series_classification_deep_learning_baseline
⭐
445
Fully Convlutional Neural Networks for state-of-the-art time series classification
Siridb Server
⭐
431
SiriDB is a highly-scalable, robust and super fast time series database. Build from the ground up SiriDB uses a unique mechanism to operate without a global index and allows server resources to be added on the fly. SiriDB's unique query language includes dynamic grouping of time series for easy analysis over large amounts of time series.
Tensorflow Lstm Regression
⭐
431
Sequence prediction using recurrent neural networks(LSTM) with TensorFlow
Seglearn
⭐
413
Python module for machine learning time series:
Pyemd
⭐
392
Python implementation of Empirical Mode Decompoisition (EMD) method
Hctsa
⭐
387
Highly comparative time-series analysis
Realtime Action Recognition
⭐
384
Apply ML to the skeletons from OpenPose; 9 actions; multiple people. (WARNING: I'm sorry that this is only good for course demo, not for real world applications !!! Those ary very difficult !!!)
Wavetorch
⭐
379
🌊 Numerically solving and backpropagating through the wave equation
George
⭐
364
Fast and flexible Gaussian Process regression in Python
Timely
⭐
353
Accumulo backed time series database
Tickgrinder
⭐
353
Low-latency algorithmic trading platform written in Rust
Pydlm
⭐
352
A python library for Bayesian time series modeling
Sktime Dl
⭐
352
sktime companion package for deep learning based on TensorFlow
Tsai
⭐
351
Time series Timeseries Deep Learning Pytorch fastai - State-of-the-art Deep Learning with Time Series and Sequences in Pytorch / fastai
Timetk
⭐
350
A toolkit for working with time series in R
Time Series Papers
⭐
350
List of awesome papers about time series, mainly including algorithms based on machine learning | 收录时间序列分析中各个研究领域的高水平文章,主要包含基于机器学习的算法
Ceres
⭐
349
Distributable time-series database (not actively maintained)
Influxdb Ruby
⭐
349
Ruby client for InfluxDB
Spreads
⭐
348
Series and Panels for Real-time and Exploratory Analysis of Data Streams
Deltapy
⭐
336
DeltaPy - Tabular Data Augmentation (by @firmai)
Atsd Use Cases
⭐
335
Axibase Time Series Database: Usage Examples and Research Articles
Atspy
⭐
327
AtsPy: Automated Time Series Models in Python (by @firmai)
Neuralcde
⭐
321
Code for "Neural Controlled Differential Equations for Irregular Time Series"
Deepadots
⭐
310
Repository of the paper "A Systematic Evaluation of Deep Anomaly Detection Methods for Time Series".
Sdv
⭐
307
Synthetic Data Generation for tabular, relational and time series data.
Time Series Prediction
⭐
301
A collection of time series prediction methods: rnn, seq2seq, cnn, wavenet, transformer, unet, n-beats, gan, kalman-filter
Chartjs Plugin Streaming
⭐
297
Chart.js plugin for live streaming data
Soft Dtw
⭐
291
Python implementation of soft-DTW.
Pyaf
⭐
280
PyAF is an Open Source Python library for Automatic Time Series Forecasting built on top of popular pydata modules.
Stock Trading Ml
⭐
277
A stock trading bot that uses machine learning to make price predictions.
Pytorch Ts
⭐
276
PyTorch based Probabilistic Time Series forecasting framework based on GluonTS backend
Time Series Deep Learning State Of The Art
⭐
274
Scientific time series and deep learning state of the art
Anomalize
⭐
257
Tidy anomaly detection
Chronix.server
⭐
256
The Chronix Server implementation that is based on Apache Solr.
Time Series Machine Learning
⭐
252
Machine learning models for time series analysis
Flow Forecast
⭐
250
Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).
1-100 of 224 projects
Next >
Advertising
📦 10
All Projects
Application Programming Interfaces
📦 124
Applications
📦 192
Artificial Intelligence
📦 78
Blockchain
📦 73
Build Tools
📦 113
Cloud Computing
📦 80
Code Quality
📦 28
Collaboration
📦 32
Command Line Interface
📦 49
Community
📦 83
Companies
📦 60
Compilers
📦 63
Computer Science
📦 80
Configuration Management
📦 42
Content Management
📦 175
Control Flow
📦 213
Data Formats
📦 78
Data Processing
📦 276
Data Storage
📦 135
Economics
📦 64
Frameworks
📦 215
Games
📦 129
Graphics
📦 110
Hardware
📦 152
Integrated Development Environments
📦 49
Learning Resources
📦 166
Legal
📦 29
Libraries
📦 129
Lists Of Projects
📦 22
Machine Learning
📦 347
Mapping
📦 64
Marketing
📦 15
Mathematics
📦 55
Media
📦 239
Messaging
📦 98
Networking
📦 315
Operating Systems
📦 89
Operations
📦 121
Package Managers
📦 55
Programming Languages
📦 245
Runtime Environments
📦 100
Science
📦 42
Security
📦 396
Social Media
📦 27
Software Architecture
📦 72
Software Development
📦 72
Software Performance
📦 58
Software Quality
📦 133
Text Editors
📦 49
Text Processing
📦 136
User Interface
📦 330
User Interface Components
📦 514
Version Control
📦 30
Virtualization
📦 71
Web Browsers
📦 42
Web Servers
📦 26
Web User Interface
📦 210