Top 15 information-theory open source projects

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

Improving generalization by controlling label-noise information in neural network weights.

📜 Collection of the most awesome Math learning resources in the form of notes, videos and cheatsheets.

We propose a new Portfolio Management strategy combining Log-Optimal based Strategy and Reinforcement-Learning based Strategy.

Resources and Implementations (PyTorch) for Information Theoretical concepts in Deep Learning

Information Theory Toolkit

Fast, linear version of CorEx for covariance estimation, dimensionality reduction, and subspace clustering with very under-sampled, high-dimensional data

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.

Implementation of linear CorEx and temporal CorEx.

A simple lightweight set of implementations and bindings for compression algorithms written in Go.

Periodic time series analysis tools based on information theory

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.

Implementation of Information Dropout

The HSIC Bottleneck: Deep Learning without Back-Propagation

Uncertainty and causal emergence in complex networks