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The Top 46 Time Series Analysis Open Source Projects
Categories
>
Machine Learning
>
Time Series Analysis
Anomaly Detection Resources
⭐
4,639
Anomaly detection related books, papers, videos, and toolboxes
Sktime
⭐
4,266
A unified framework for machine learning with time series
Stumpy
⭐
1,854
STUMPY is a powerful and scalable Python library for computing a Matrix Profile, which can be used for a variety of time series data mining tasks
Practical Machine Learning With Python
⭐
1,778
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.
Tslearn
⭐
1,720
A machine learning toolkit dedicated to time-series data
Awesome Aiops
⭐
1,017
AIOps学习资料汇总，欢迎一起补全这个仓库，欢迎star
Tsai
⭐
657
Time series Timeseries Deep Learning Pytorch fastai - State-of-the-art Deep Learning with Time Series and Sequences in Pytorch / fastai
Alphapy
⭐
615
Automated Machine Learning [AutoML] with Python, scikit-learn, Keras, XGBoost, LightGBM, and CatBoost
Flow Forecast
⭐
605
Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).
Hctsa
⭐
436
Highly comparative time-series analysis
Time Series Papers
⭐
384
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
Atspy
⭐
365
AtsPy: Automated Time Series Models in Python (by @firmai)
Inceptiontime
⭐
353
InceptionTime: Finding AlexNet for Time Series Classification
Atsd Use Cases
⭐
334
Axibase Time Series Database: Usage Examples and Research Articles
Bigdata18
⭐
301
Transfer learning for time series classification
Modeltime
⭐
269
Modeltime unlocks time series forecast models and machine learning in one framework
Auto_ts
⭐
264
Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost Models on Time Series data sets with a Single Line of Code. Now updated with Dask to handle millions of rows.
Banpei
⭐
249
Anomaly detection library based on singular spectrum transformation(sst)
Lotteryprediction
⭐
206
🌝 Lottery prediction besides of following "law of proability","Probability: Independent Events", there are still "Saying "a Tail is due", or "just one more go, my luck is due to change" is called The Gambler's Fallacy" existed.
Bamboobsc
⭐
203
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.
Matrixprofile
⭐
174
A Python 3 library making time series data mining tasks, utilizing matrix profile algorithms, accessible to everyone.
Pyfts
⭐
164
An open source library for Fuzzy Time Series in Python
Time Series Forecasting With Python
⭐
163
A use-case focused tutorial for time series forecasting with python
Deeptime
⭐
159
Python library for analysis of time series data including dimensionality reduction, clustering, and Markov model estimation
Pyodds
⭐
158
An End-to-end Outlier Detection System
Simplestockanalysispython
⭐
153
Teaches step-by-step to analysis stock data in python.
Exoplanet
⭐
136
Fast & scalable MCMC for all your exoplanet needs!
Awesome Time Series Analysis
⭐
126
This list collects learning resource, tools and dataset for time series analysis/time series data mining.
Scikit Hts
⭐
122
Hierarchical Time Series Forecasting with a familiar API
Lt Gee
⭐
120
Google Earth Engine implementation of the LandTrendr spectral-temporal segmentation algorithm. For documentation see:
Stingray
⭐
109
Anything can happen in the next half hour (including spectral timing made easy)!
Empirical Lang
⭐
109
A language for time-series analysis
Repo 2016
⭐
105
R, Python and Mathematica Codes in Machine Learning, Deep Learning, Artificial Intelligence, NLP and Geolocation
Arima
⭐
104
Simple python example on how to use ARIMA models to analyze and predict time series.
Bayesloop
⭐
91
Probabilistic programming framework that facilitates objective model selection for time-varying parameter models.
Nolitsa
⭐
85
A Python module implementing some standard algorithms used in nonlinear time series analysis
Licsbas
⭐
84
LiCSBAS: InSAR time series analysis package using LiCSAR products
Tsrepr
⭐
79
TSrepr: R package for time series representations
Systemicrisk
⭐
77
A framework for systemic risk valuation and analysis.
Bitcoin Price Prediction Using Lstm
⭐
74
Bitcoin price Prediction ( Time Series ) using LSTM Recurrent neural network
Gendis
⭐
67
Contains an implementation (sklearn API) of the algorithm proposed in "GENDIS: GEnetic DIscovery of Shapelets" and code to reproduce all experiments.
Astsa
⭐
58
R package to accompany Time Series Analysis and Its Applications: With R Examples -and- Time Series: A Data Analysis Approach Using R
Deeptimeseriesmodel
⭐
58
A paper list for Time series modelling, including prediciton and anomaly detection
Trck
⭐
48
Query engine for TrailDB
Scikit Stan
⭐
24
A high-level Bayesian analysis API written in Python
Chronikis
⭐
20
A compiler for Bayesian time series models.
1-46 of 46 projects
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📦 192
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📦 78
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📦 113
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📦 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
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📦 136
User Interface
📦 330
User Interface Components
📦 514
Version Control
📦 30
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📦 71
Web Browsers
📦 42
Web Servers
📦 26
Web User Interface
📦 210