Practice and tutorial-style notebooks covering wide variety of machine learning techniques

Community-curated list of software packages and data resources for single-cell, including RNA-seq, ATAC-seq, etc.

A curated list of community detection research papers with implementations.

Text Classification Algorithms: A Survey

Extensible, parallel implementations of t-SNE

🔴 MiniSom is a minimalistic implementation of the Self Organizing Maps

Using siamese network to do dimensionality reduction and similar image retrieval

An R package implementing the UMAP dimensionality reduction method.

Dimensionality reduction in very large datasets using Siamese Networks

A Julia package for multivariate statistics and data analysis (e.g. dimension reduction)

Machine Learning notebooks for refreshing concepts.

A repository of pretty cool datasets that I collected for network science and machine learning research.

JavaScript implementation of UMAP

A sparsity aware implementation of "Deep Autoencoder-like Nonnegative Matrix Factorization for Community Detection" (CIKM 2018).

t-Distributed Stochastic Neighbor Embedding (t-SNE) in Go

An implementation of demixed Principal Component Analysis (a supervised linear dimensionality reduction technique)

[Under development]- Implementation of various methods for dimensionality reduction and spectral clustering implemented with Pytorch

🏗️ Statistical models for biomolecular dynamics 🏗️

Codes and Project for Machine Learning Course, Fall 2018, University of Tabriz

A New, Interactive Approach to Learning Data Science

🕝 Time-warped principal components analysis (twPCA)

Uniform Manifold Approximation and Projection - R package

A lightweight implementation of Walklets from "Don't Walk Skip! Online Learning of Multi-scale Network Embeddings" (ASONAM 2017).

Ensemble topic modelling with pLSA

Similarity Weighted Nonnegative Embedding (SWNE), a method for visualizing high dimensional datasets

Python Wrapper for t-SNE Visualization

Python library for Self-Organizing Maps

A sparsity aware implementation of "Binarized Attributed Network Embedding" (ICDM 2018).