awesome-timeseries

Time Series Analysis

A comprehensive resource for time series data analysis and forecasting techniques, tools, and best practices.

Forecasting, anomaly detection, predictive analytics, econometrics and much more

12 stars

3 watching

2 forks

last commit: over 4 years ago

anomaly-detectioneconometricsforecastingpredictive-analyticstimeseries

General
Forecasting: Principles and Practice
Time series of counts
Time series data mining techniques and applications
3 facts about time series forecasting that surprise experienced machine learning practitioners.
Seasonality in Python: additive or multiplicative model?
How to forecast sales with Python using SARIMA model
Time Series: why do we need Stationarity and Ergodicity
Machine Learning for Time Series Data
Avoiding the pitfalls			How (not) to use Machine Learning for time series forecasting: ,
Building a real-time anomaly detection system for time series at Pinterest
Tools
4 Best Time Series Databases To Watch in 2019
Tools / Timescaledb
Tutorial: Time-Series Forecasting
Tools / Influxdb
Forecasting with FB Prophet and InfluxDB
How to use InfluxDB’s built-in multiplicative Holt-Winters function to generate predictions on time series data
Tools / Prophet
Prophet for Intermittent demand forecasting	18,514	24 days ago
Working with data of many 0s and 1s and very few 2,3 and 4s	18,514	24 days ago
Tools / ELK
Analyzing the past and present
Misc
Champange sales forecasting	0	over 4 years ago
https://github.com/MaxBenChrist/awesome_time_series_in_python	2,118	almost 2 years ago

Backlinks from these awesome lists: