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Top 7 Python information-theory Projects
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corex_topic
Hierarchical unsupervised and semi-supervised topic models for sparse count data with CorEx
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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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IDTxl
The Information Dynamics Toolkit xl (IDTxl) is a comprehensive software package for efficient inference of networks and their node dynamics from multivariate time series data using information theory.
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pycopent
Estimating Copula Entropy (Mutual Information), Transfer Entropy (Conditional Mutual Information), and the statistics for multivariate normality test and two-sample test, and change point detection in Python
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microbiome-mvib
Microbiome-based disease prediction with multimodal variational information bottlenecks, Grazioli et al., PLOS Computational Biology 2022
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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.
Python information-theory related posts
- Time series modeling using ARIMA and XGBoost. Intro to free time series modeling resources
- [NLP] Topic Identification & Quantisation
- NLP: How to visualise the main context (in the form of words, sentences etc) of a text document?
- Microbiome-based disease prediction with multimodal variational information bottlenecks (Apr 2022, human)
- Are topic models reliable or useful?
- Trying to read text documents and allow for up to m labels per documents, like suggested tags, but the number of labels can be different for each document. Any advice?
- NLP Problem
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Index
What are some of the best open-source information-theory projects in Python? This list will help you:
Project | Stars | |
---|---|---|
1 | corex_topic | 622 |
2 | shifterator | 272 |
3 | IDTxl | 234 |
4 | pycopent | 132 |
5 | ennemi | 34 |
6 | microbiome-mvib | 25 |
7 | top-down-prediction | 5 |
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