Open Source Libs
Find Open Source Packages
Open Source Libraries
👉
Information Theory
53 Open Source Information Theory Software Projects
Free and open source information theory code projects including engines, APIs, generators, and tools.
Infotopo
10 ⭐
Programs for Information Topology Data Analysis
Infotheo
51 ⭐
A Coq formalization of information theory and linear error-correcting codes
T Corex
29 ⭐
Implementation of linear CorEx and temporal CorEx.
Robust Log Optimal Strategy With Reinforcement Learning
55 ⭐
We propose a new Portfolio Management strategy combining Log-Optimal based Strategy and Reinforcement-Learning based Strategy.
Komm
50 ⭐
An open-source library for Python 3 providing tools for analysis and simulation of analog and digital communication systems.
Dit
367 ⭐
Python package for information theory.
Shifterator
241 ⭐
Interpretable data visualizations for understanding how texts differ at the word level
Infectious_disease_predictability
11 ⭐
Code and data for On the Predictability of Infectious Disease Outbreaks by SV Scarpino & G Petri
Ittk
17 ⭐
Information Theory Toolkit
Information Theory Deep Learning
30 ⭐
Resources and Implementations (PyTorch) for Information Theoretical concepts in Deep Learning
Infotheory
24 ⭐
C++/Python Information theoretic analyses tools
Einet
51 ⭐
Uncertainty and causal emergence in complex networks
Huffman_compression
10 ⭐
The implementation of the Huffman algorithm as a command line utility.
Rewefde
10 ⭐
Reimplementation of the WeFDE information leakage analysis technique in Python3.
Bmlip
10 ⭐
Course 5SSD0 - Bayesian Machine Learning and Information Processing
Limit Label Memorization
34 ⭐
Improving generalization by controlling label-noise information in neural network weights.
Agtboost
62 ⭐
Adaptive and automatic gradient boosting computations.
Frites
32 ⭐
Framework for Information Theoretical analysis of Electrophysiological data and Statistics
Unsupervisedattentionmechanism
21 ⭐
Code for our paper: "Regularity Normalization: Neuroscience-Inspired Unsupervised Attention across Neural Network Layers".
Hsic Bottleneck
48 ⭐
The HSIC Bottleneck: Deep Learning without Back-Propagation
Flutter_info
181 ⭐
📚Сборник русскоязычной информации по Flutter
Ennemi
17 ⭐
Easy Nearest Neighbor Estimation of Mutual Information
Corex
275 ⭐
CorEx or "Correlation Explanation" discovers a hierarchy of informative latent factors. This reference implementation has been superseded by other versions below.
Npeet
237 ⭐
Non-parametric Entropy Estimation Toolbox
Kxy Python
10 ⭐
A Powerful Serverless Analysis Toolkit That Takes Trial And Error Out of Machine Learning Projects
Mcr2
119 ⭐
Official Implementation of Learning Diverse and Discriminative Representations via the Principle of Maximal Coding Rate Reduction (2020)
Elefridge.jl
19 ⭐
Compressing atmospheric data into its real information
Mdl Complexity
13 ⭐
MDL Complexity computations and experiments from the paper "Revisiting complexity and the bias-variance tradeoff".
Infotopopy
15 ⭐
computes most of information functions (joint entropy, conditional, mutual information, total correlation information distance) and deep information networks
Go Compression Raisin
16 ⭐
A simple lightweight set of implementations and bindings for compression algorithms written in Go.
Bestape Alchemy
29 ⭐
Generate any a-by-( b + c ) finite rectangle SVG containing potentially Infinitely many a-by-( 2 * b ) finite rectangles animated along a number line of ( ( c - b ) / a )^n scale symmetry.
Pisac
31 ⭐
Tensorflow 2 source code for the PI-SAC agent from "Predictive Information Accelerates Learning in RL" (NeurIPS 2020)
Philentropy
83 ⭐
Information Theory and Distance Quantification with R
Infobert
59 ⭐
[ICLR 2021] "InfoBERT: Improving Robustness of Language Models from An Information Theoretic Perspective" by Boxin Wang, Shuohang Wang, Yu Cheng, Zhe Gan, Ruoxi Jia, Bo Li, Jingjing Liu
Dsit
13 ⭐
Implementation of the models and datasets used in "An Information-theoretic Approach to Distribution Shifts"
Hades921 Lethe
18 ⭐
Python Pentesting Framework
Honest But Curious Nets
11 ⭐
Honest-but-Curious Nets: Sensitive Attributes of Private Inputs Can Be Secretly Coded into the Classifiers' Outputs (ACM CCS'21)
Idtxl
143 ⭐
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.
Jidt
164 ⭐
JIDT: Java Information Dynamics Toolkit for studying information-theoretic measures of computation in complex systems
Interviews.ai
3204 ⭐
It is my belief that you, the postgraduate students and job-seekers for whom the book is primarily meant will benefit from reading it; however, it is my hope that even the most experienced researchers will find it fascinating as well.
Corex_topic
520 ⭐
Hierarchical unsupervised and semi-supervised topic models for sparse count data with CorEx
Biguq.jl
15 ⭐
Bayesian Information Gap Decision Theory
Linearcorex
36 ⭐
Fast, linear version of CorEx for covariance estimation, dimensionality reduction, and subspace clustering with very under-sampled, high-dimensional data
Inform
12 ⭐
A cross platform C library for information analysis of dynamical systems
Math Php
2015 ⭐
Powerful modern math library for PHP: Features descriptive statistics and regressions; Continuous and discrete probability distributions; Linear algebra with matrices and vectors, Numerical analysis; special mathematical functions; Algebra
Infomap
305 ⭐
Multi-level network clustering based on the Map Equation
P4j
39 ⭐
Periodic time series analysis tools based on information theory
Bayes_infotheory
13 ⭐
Lectures on Bayesian statistics and information theory
Informme
21 ⭐
An information-theoretic pipeline for methylation analysis of WGBS data
Bio_corex
120 ⭐
A flexible version of CorEx developed for bio-data challenges that handles missing data, continuous/discrete variables, multi-CPU, overlapping structure, and includes visualizations
Lempel Ziv_complexity
23 ⭐
:package: Lempel-Ziv Complexity, fast implementations with :snake: Python (naive, Numba or Cython for speedup), Open-Source (MIT) :+1: →
Probqa
40 ⭐
Probabilistic question-asking system: the program asks, the users answer. The minimal goal of the program is to identify what the user needs (a target), even if the user is not aware of the existence of such a thing/product/service.
Information Dropout
37 ⭐
Implementation of Information Dropout