tsfel
tsflex
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| tsfel | tsflex | |
|---|---|---|
| 1 | 3 | |
| 855 | 361 | |
| 6.2% | 3.6% | |
| 7.9 | 6.3 | |
| 25 days ago | 4 days ago | |
| Python | Python | |
| BSD 3-clause "New" or "Revised" License | MIT License |
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tsfel
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Ask HN: Data Scientists, what libraries do you use for timeseries forecasting?
For feature extraction check out tsfel:
https://github.com/fraunhoferportugal/tsfel
tsflex
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[P] tsflex: flexible and efficient feature extraction for time series
tsflex its core functionality is strided-window feature extraction. This toolkit focusses on being flexible (e.g., few assumptions about sequence data, integration with other packages) and efficient (in both time & memory consumption -> see benchmark).
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Request - a good book for anomaly detection on time series
If you plan to transform your time series data in feature vectors, I would suggest to use tsflex (a rather new package) instead of TSfresh. tsflex is imo more convenient to use & multitudes more efficient for window-stride feature extraction.
What are some alternatives?
tsfresh - Automatic extraction of relevant features from time series:
darts - A python library for user-friendly forecasting and anomaly detection on time series.
nni - An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.
upgini - Data search & enrichment library for Machine Learning → Easily find and add relevant features to your ML & AI pipeline from hundreds of public and premium external data sources, including open & commercial LLMs
sspipe - Simple Smart Pipe: python productivity-tool for rapid data manipulation
forecast - Forecasting Functions for Time Series and Linear Models
MultiModalStory-demo - FairyTailor: Multimodal Generative Framework for Storytelling
temporian - Temporian is an open-source Python library for preprocessing ⚡ and feature engineering 🛠 temporal data 📈 for machine learning applications 🤖
prosto - Prosto is a data processing toolkit radically changing how data is processed by heavily relying on functions and operations with functions - an alternative to map-reduce and join-groupby
orange - 🍊 :bar_chart: :bulb: Orange: Interactive data analysis