Top manifold-learning open source projects

Statistical Machine Intelligence & Learning Engine

✭ 5,412

java Scilab HTML scala Jupyter Notebook Terra deep-learning machine-learning nlp data-science visualization graph statistics classification clustering regression linear-algebra genetic-algorithm dataframe interpolation nearest-neighbor-search wavelet computer-algebra-system manifold-learning multidimensional-scaling

Credit

An example project that predicts risk of credit card default using a Logistic Regression classifier and a 30,000 sample dataset.

dlaudio

Master thesis: Structured Auto-Encoder with application to Music Genre Recognition (code)

✭ 14

Jupyter Notebook matlab deep-learning graphs music-information-retrieval sparse manifold-learning auto-encoders

caltech birds

A set of notebooks as a guide to the process of fine-grained image classification of birds species, using PyTorch based deep neural networks.

✭ 29

Jupyter Notebook machine-learning deep-neural-networks deep-learning cnn pytorch image-classification manifold-learning pytorch-tutorial classification-model cub-200-2011 feature-attribution activation-maximization caltech-birds

tldr

TLDR is an unsupervised dimensionality reduction method that combines neighborhood embedding learning with the simplicity and effectiveness of recent self-supervised learning losses

✭ 95

python dimensionality-reduction manifold-learning unsupervised-machine-learning pytorch-implementation

tensorflow-mnist-AAE

Tensorflow implementation of adversarial auto-encoder for MNIST

✭ 86

python tensorflow gan mnist autoencoder vae manifold adversarial-networks manifold-learning adversarial-autoencoders aae

DiVE

An interactive 3D web viewer of up to million points on one screen that represent data. Provides interaction for viewing high-dimensional data that has been previously embedded in 3D or 2D. Based on graphosaurus.js and three.js. For a Linux release of a complete embedding+visualization pipeline please visit https://github.com/sonjageorgievska/Em…

✭ 26

HTML javascript CSS python high-dimensional-data web-application manifold-learning interactive-visualizations 3d-data embedded-data non-linear-dimensionality-reduction

DSMO.course

Data Science and Matrix Optimization course

✭ 64

data-science course-materials matrix-factorization manifold-learning matrix-completion subspace-clustering manifold-alignment precision-matrix-estimation

cellrank

CellRank for directed single-cell fate mapping

✭ 222

python shell data-science machine-learning bioinformatics genetics trajectory-generation markov-chains manifold-learning single-cell-genomics single-cell-rna-seq cell-fate-transitions fuzzy-clustering-analyses rna-velocity cell-fate-determination

Top 9 manifold-learning open source projects