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22 search results found

Interviews.ai ⭐ 3,146

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.

Collection of papers

Corex_topic ⭐ 441

Hierarchical unsupervised and semi-supervised topic models for sparse count data with CorEx

Awesome Maths Learning ⭐ 269

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

CorEx or "Correlation Explanation" discovers a hierarchy of informative latent factors. This reference implementation has been superseded by other versions below.

Bio_corex ⭐ 116

A flexible version of CorEx developed for bio-data challenges that handles missing data, continuous/discrete variables, multi-CPU, overlapping structure, and includes visualizations

Pycopent ⭐ 101

Estimating Copula Entropy (Mutual Information), Transfer Entropy (Conditional Independence), and the statistics for multivariate normality test and two-sample test in Python

Agtboost ⭐ 62

Adaptive and automatic gradient boosting computations.

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.

Linearcorex ⭐ 43

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

Tensorflow 2 source code for the PI-SAC agent from "Predictive Information Accelerates Learning in RL" (NeurIPS 2020)

R package for estimating copula entropy (mutual information), transfer entropy (conditional independence), and the statistic for multivariate normality test and two-sample test

Course 5SSD0 - Bayesian Machine Learning and Information Processing

Information Dropout ⭐ 34

Implementation of Information Dropout

Microbiome Mvib ⭐ 16

Microbiome-based disease prediction with multimodal variational information bottlenecks, Grazioli et al., PLOS Computational Biology 2022

Mdl Complexity ⭐ 15

MDL Complexity computations and experiments from the paper "Revisiting complexity and the bias-variance tradeoff".

Implementation of linear CorEx and temporal CorEx.

Honest But Curious Nets ⭐ 14

Honest-but-Curious Nets: Sensitive Attributes of Private Inputs Can Be Secretly Coded into the Classifiers' Outputs (ACM CCS'21)

Signal Processing Toolkit, including ML models with visualization

Kxy Python ⭐ 14

A toolkit to boost the productivity of machine learning engineers.

Bayes_infotheory ⭐ 12

Lectures on Bayesian statistics and information theory

Evaluating dependencies among random variables.

Ml_newspaper ⭐ 5

Cool ML-related resources to store and share (Updated automatically via script)

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