time-series

Open-source projects categorized as time-series
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Topics: Machine Learning Python Forecasting Deep Learning Timeseries
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Top 23 time-series Open-Source Projects

  • Netdata

    The open-source observability platform everyone needs

    • Project mention: A list of SaaS, PaaS and IaaS offerings that have free tiers of interest to devops and infradev | dev.to | 2024-02-05

    netdata.cloud — Netdata is an open-source tool to collect real-time metrics. It's a growing product and can also be found on GitHub!

  • prometheus

    The Prometheus monitoring system and time series database.

    • Project mention: Fivefold Slower Compared to Go? Optimizing Rust's Protobuf Decoding Performance | news.ycombinator.com | 2024-04-12

    WriteRequest::timeseries is a vector (https://github.com/prometheus/prometheus/blob/main/prompb/re...) and

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

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  • InfluxDB

    Scalable datastore for metrics, events, and real-time analytics

    • Project mention: Quant Research of the Week (5th Edition) | /r/quant | 2023-12-07

    Scalable Realtime Datastore: The piece examines a scalable datastore specifically created for metrics events and real-time analytics. (2013-09-26, shares: 26787.0)

  • TDengine

    TDengine is an open source, high-performance, cloud native time-series database optimized for Internet of Things (IoT), Connected Cars, Industrial IoT and DevOps.

    • Project mention: TDengine: NEW Data - star count:22190.0 | /r/algoprojects | 2023-11-14

  • TimescaleDB

    An open-source time-series SQL database optimized for fast ingest and complex queries. Packaged as a PostgreSQL extension.

    • Project mention: TimescaleDB: An open-source time-series SQL database | news.ycombinator.com | 2024-02-06

  • Telegraf

    The plugin-driven server agent for collecting & reporting metrics.

    • Project mention: How I would automate monitoring DNS queries in basic Prometheus | news.ycombinator.com | 2024-03-27

  • QuestDB

    An open source time-series database for fast ingest and SQL queries

    • Project mention: How to Forecast Air Temperatures with AI + IoT Sensor Data | dev.to | 2024-03-24

    If your data lacks uniform time intervals between consecutive entries, QuestDB offers a solution by allowing you to sample your data. After that, MindsDB facilitates creating, training, and deploying your time-series models.

  • WorkOS

    The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.

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  • nightingale

    An all-in-one observability solution which aims to combine the advantages of Prometheus and Grafana. It manages alert rules and visualizes metrics, logs, traces in a beautiful web UI.

    • Project mention: Nightingale – Open-source alternative to Prometheus&Grafana | /r/bkup | 2023-08-24

  • uPlot

    📈 A small, fast chart for time series, lines, areas, ohlc & bars

  • pycaret

    An open-source, low-code machine learning library in Python

  • tsfresh

    Automatic extraction of relevant features from time series:

    • Project mention: For deep learning practitioners in industry, is the workflow always this annoying? [D] | /r/MachineLearning | 2023-07-10

    This is definitely a good thing to try for time-series; you can automate your feature extraction too (eg using https://github.com/blue-yonder/tsfresh ).

  • sktime

    A unified framework for machine learning with time series

  • darts

    A python library for user-friendly forecasting and anomaly detection on time series.

    • Project mention: Darts: Python lib for forecasting and anomaly detection on time series | news.ycombinator.com | 2024-03-05

  • autogluon

    AutoGluon: Fast and Accurate ML in 3 Lines of Code

    • Project mention: pip install remyxai - easiest way to create custom vision models | /r/computervision | 2023-04-25

    This seems not very convincing. There are other popular frameworks that provide AutoML with existing datasets (eg https://github.com/autogluon/autogluon)

  • Graphite

    A highly scalable real-time graphing system

  • Informer2020

    The GitHub repository for the paper "Informer" accepted by AAAI 2021.

  • Kats

    Kats, a kit to analyze time series data, a lightweight, easy-to-use, generalizable, and extendable framework to perform time series analysis, from understanding the key statistics and characteristics, detecting change points and anomalies, to forecasting future trends.

    • Project mention: Kats: NEW Data - star count:4554.0 | /r/algoprojects | 2023-10-24

  • tsai

    Time series Timeseries Deep Learning Machine Learning Pytorch fastai | State-of-the-art Deep Learning library for Time Series and Sequences in Pytorch / fastai

    • Project mention: Aeon: A unified framework for machine learning with time series | news.ycombinator.com | 2023-06-22

    Also https://github.com/timeseriesAI/tsai

  • gluonts

    Probabilistic time series modeling in Python

  • Time-Series-Library

    A Library for Advanced Deep Time Series Models.

    • Project mention: [D] Doubts on the implementation of LSTMs for timeseries prediction (like including weather forecasts) | /r/MachineLearning | 2023-12-10

    Don't use an LSTM. Get up to date with SoTA methods and read the papers in the field. LSTMs are not the way forward. Read the papers I suggested. It would be very useful to come to grips with both the Time Series Repository (https://github.com/thuml/Time-Series-Library) and Darts (https://github.com/unit8co/darts) as these are widely used for research and in industry.

  • PlotJuggler

    The Time Series Visualization Tool that you deserve.

  • 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.

    • Project mention: FLaNK AI - 01 April 2024 | dev.to | 2024-04-01

  • Data-science

    Collection of useful data science topics along with articles, videos, and code (by khuyentran1401)

  • SaaSHub

    SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

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NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020). The latest post mention was on 2024-04-12.

time-series related posts

Index

What are some of the best open-source time-series projects? This list will help you:

Project Stars
1 Netdata 68,064
2 prometheus 52,642
3 InfluxDB 27,697
4 TDengine 22,764
5 TimescaleDB 16,445
6 Telegraf 13,734
7 QuestDB 13,420
8 nightingale 8,725
9 uPlot 8,436
10 pycaret 8,385
11 tsfresh 8,068
12 sktime 7,387
13 darts 7,232
14 autogluon 7,050
15 Graphite 5,833
16 Informer2020 4,890
17 Kats 4,742
18 tsai 4,659
19 gluonts 4,254
20 Time-Series-Library 4,199
21 PlotJuggler 4,055
22 Crate 3,955
23 Data-science 3,946

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