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

✭ 39

python machine-learning clustering information-theory unsupervised-learning factor-analysis covariance-matrix

Deep-Association-Learning

Tensorflow Implementation on Paper [BMVC2018]Deep Association Learning for Unsupervised Video Person Re-identification

✭ 68

python matlab shell deep-learning tensorflow unsupervised-learning person-reidentification association-learning bmvc-2018

SimCLR-in-TensorFlow-2

(Minimally) implements SimCLR (https://arxiv.org/abs/2002.05709) in TensorFlow 2.

✭ 75

Jupyter Notebook deep-learning tensorflow keras unsupervised-learning self-supervised-learning constrastive-learning

music-recommendation-system

A simple Music Recommendation System

✭ 38

Jupyter Notebook python music machine-learning recommender-system unsupervised-learning fma-dataset

Improved-Wasserstein-GAN-application-on-MRI-images

Improved Wasserstein GAN (WGAN-GP) application on medical (MRI) images

✭ 23

python lasagne theano deep-learning medical-imaging generative-adversarial-network mri-images unsupervised-learning medical-images neuralnetwork wgan wasserstein-gan wgan-gp improved-wgan gan-lasagne

spear

SPEAR: Programmatically label and build training data quickly.

✭ 81

Jupyter Notebook python shell machine-learning deep-learning weak-supervision semi-supervised-learning unsupervised-learning data-programming data-efficient-learning labeling-functions

kmeans

A simple implementation of K-means (and Bisecting K-means) clustering algorithm in Python

✭ 18

python data-mining clustering kmeans unsupervised-learning

T-CorEx

Implementation of linear CorEx and temporal CorEx.

✭ 31

python machine-learning clustering information-theory unsupervised-learning temporal-data covariance-estimation corex

adenine

ADENINE: A Data ExploratioN PipelINE

✭ 15

python javascript machine-learning exploratory-data-analysis pipelines dimensionality-reduction missing-data unsupervised-learning clustering-algorithm

machine-learning

Programming Assignments and Lectures for Andrew Ng's "Machine Learning" Coursera course

✭ 83

matlab machine-learning artificial-intelligence supervised-learning unsupervised-learning

PlanSum

[AAAI2021] Unsupervised Opinion Summarization with Content Planning

✭ 25

python sentiment-analysis amazon text-generation reviews yelp opinions text-summarization summarization opinion-mining unsupervised-learning natural-language-generation rotten-tomatoes abstractive-text-summarization abstractive-summarization content-planning opinion-summarization

BIFI

[ICML 2021] Break-It-Fix-It: Unsupervised Learning for Program Repair

✭ 74

python shell Cuda C++lua Batchfile translation program-repair unsupervised-learning domain-adaptation

SimCLR

Pytorch implementation of "A Simple Framework for Contrastive Learning of Visual Representations"

✭ 65

python pytorch representation-learning unsupervised-learning simclr contrastive-learning

RolX

An alternative implementation of Recursive Feature and Role Extraction (KDD11 & KDD12)

Video-Summarization-Pytorch

IMPLEMENT AAAI 2018 - Unsupervised video summarization with deep reinforcement learning (PyTorch)

✭ 23

python computer-vision deep-learning video-summarization unsupervised-learning video-summaries

proto

Proto-RL: Reinforcement Learning with Prototypical Representations

✭ 67

python control reinforcement-learning deep-learning pixel pytorch gym rl representation-learning unsupervised-learning proto sac mujoco dm-control soft-actor-critic drq proto-rl unsupervised-rl

NTFk.jl

Unsupervised Machine Learning: Nonnegative Tensor Factorization + k-means clustering

✭ 36

julia python r matlab Jupyter Notebook Dockerfile machine-learning sparsity feature-extraction unsupervised-learning kmeans-clustering tensor-decomposition cp-decomposition blind-source-separation tensor-networks hosvd tucker-decomposition

dbscan

DBSCAN Clustering Algorithm C# Implementation

✭ 38

C#dotnet clustering dotnet-core unsupervised-learning dbscan

State-Representation-Learning-An-Overview

Simplified version of "State Representation Learning for Control: An Overview" bibliography

✭ 32

reinforcement-learning deep-learning representation-learning unsupervised-learning state-representation-learning

machine learning from scratch matlab python

Vectorized Machine Learning in Python 🐍 From Scratch

✭ 28

Jupyter Notebook matlab python machine-learning regression coursera datascience supervised-learning classification unsupervised-learning

prescription-outliers

DDC-Outlier: Preventing medication errors using unsupervised learning

✭ 18

Jupyter Notebook outlier-detection unsupervised-learning prescription-errors

rl singing voice

Unsupervised Representation Learning for Singing Voice Separation

✭ 18

python representation-learning unsupervised-learning denoising-autoencoders source-separation music-signal-processing interpretable-deep-learning differential-dsp

mirror-bert

[EMNLP 2021] Mirror-BERT: Converting Pretrained Language Models to universal text encoders without labels.

✭ 56

python shell nlp unsupervised-learning bert contrastive-learning emnlp2021

PCLNet

Unsupervised Learning for Optical Flow Estimation Using Pyramid Convolution LSTM.

✭ 29

python optical-flow unsupervised-learning convolutional-lstm

Online-Category-Learning

ML algorithm for real-time classification

✭ 67

python machine-learning algorithm optimization artificial-intelligence classification unsupervised-learning density-estimation online-learning online-algorithms classification-algorithm category-learning density-area

SkeletonMerger

Code repository for paper `Skeleton Merger: an Unsupervised Aligned Keypoint Detector`.

✭ 49

python pytorch unsupervised-learning 3d-computer-vision cvpr2021

ml-ai

ML-AI Community | Open Source | Built in Bharat for the World | Data science problem statements and solutions

pyMCR

pyMCR: Multivariate Curve Resolution for Python

✭ 55

python multivariate unsupervised-learning unsupervised-learning-algorithms spectroscopy mixture-modeling hyperspectral unsupervised-machine-learning hyperspectral-data multivariate-curve-resolution self-modeling-mixture-analysis

2D-and-3D-Deep-Autoencoder

Convolutional AutoEncoder application on MRI images

✭ 57

python lasagne theano deep-learning medical-imaging autoencoder mri-images unsupervised-learning imaging medical-images neuralnetworks deep-autoencoders

anomalib

An anomaly detection library comprising state-of-the-art algorithms and features such as experiment management, hyper-parameter optimization, and edge inference.

✭ 1,210

python unsupervised-learning anomaly-detection neural-network-compression openvino anomaly-segmentation anomaly-localization

acoustic-keylogger

Pipeline of a keylogging attack using just an audio signal and unsupervised learning.

✭ 80

python Dockerfile clustering keylogger unsupervised-learning

sutton-barto-rl-exercises

📖Learning reinforcement learning by implementing the algorithms from reinforcement learning an introduction

✭ 77

Jupyter Notebook python machine-learning reinforcement-learning supervised-learning unsupervised-learning sutton barto

strollr2d icassp2017

Image Denoising Codes using STROLLR learning, the Matlab implementation of the paper in ICASSP2017

✭ 22

matlab sparsity unsupervised-learning self-similarity image-denoising joint-models lowrankdenoising transform-learning state-of-the-art

SESF-Fuse

SESF-Fuse: An Unsupervised Deep Model for Multi-Focus Image Fusion

✭ 47

python deep-learning autoencoder unsupervised-learning image-fusion multi-focus multi-focus-image-fusion

amr

Official adversarial mixup resynthesis repository

✭ 31

python shell mnist-dataset representation-learning unsupervised-learning autoencoders acai celeba-dataset mixup kmnist svhn-dataset adversarial-mixup-resynthesis

mmselfsup

OpenMMLab Self-Supervised Learning Toolbox and Benchmark

✭ 2,315

python shell Dockerfile pytorch unsupervised-learning moco self-supervised-learning simclr deepcluster simsiam swav

VAENAR-TTS

PyTorch Implementation of VAENAR-TTS: Variational Auto-Encoder based Non-AutoRegressive Text-to-Speech Synthesis.

✭ 66

python text-to-speech duration pytorch tts speech-synthesis vae unsupervised-learning glow self-attention neural-tts non-autoregressive transforer non-ar unsupervised-duration

IJCAI2018 SSDH

Semantic Structure-based Unsupervised Deep Hashing IJCAI2018

✭ 38

python hashing learning deep unsupervised-learning

DETReg

Official implementation of the CVPR 2022 paper "DETReg: Unsupervised Pretraining with Region Priors for Object Detection".

✭ 273

python Cuda C++shell deep-learning pytorch object-detection unsupervised-learning

day2night

Image2Image Translation Research

✭ 46

python TeX shell research unit unsupervised-learning image-translation cyclegan image2image bdd100k nexet day2night

USOT

[ICCV2021] Learning to Track Objects from Unlabeled Videos

✭ 52

python c Cuda cython C++shell unsupervised-learning object-tracking iccv2021

Dual-CNN-Models-for-Unsupervised-Monocular-Depth-Estimation

Dual CNN Models for Unsupervised Monocular Depth Estimation

✭ 36

python shell tensorflow cnn autoencoder unsupervised-learning depth-estimation

awesome-graph-self-supervised-learning

Awesome Graph Self-Supervised Learning

✭ 805

machine-learning deep-learning transfer-learning representation-learning unsupervised-learning data-augmentation graph-neural-networks self-supervised-learning pre-training pretext-task

deepOF

TensorFlow implementation for "Guided Optical Flow Learning"

✭ 26

python tensorflow semi-supervised-learning optical-flow flownet unsupervised-learning kitti-dataset mpi-sintel unsupnet flyingchairs ucf101

M-NMF

An implementation of "Community Preserving Network Embedding" (AAAI 2017)

LabelPropagation

A NetworkX implementation of Label Propagation from a "Near Linear Time Algorithm to Detect Community Structures in Large-Scale Networks" (Physical Review E 2008).

✭ 101

python community graph clustering community-detection dataset graph-cut modularity louvain unsupervised-learning propagation graph-partitioning label-propagation graph-clustering fast-greedy randomized-algorithm homophily walktrap probabilistic-clustering

lxa5

Linguistica 5: Unsupervised Learning of Linguistic Structure

✭ 27

python shell natural-language-processing computational-linguistics unsupervised-learning linguistica

Awesome-Cross-Domain-Person-Re-identification

✭ 17

computer-vision unsupervised-learning cross-domain person-reidentification person-re-identification

ViCC

[WACV'22] Code repository for the paper "Self-supervised Video Representation Learning with Cross-Stream Prototypical Contrasting", https://arxiv.org/abs/2106.10137.

✭ 33

python shell unsupervised-learning action-recognition video-recognition self-supervised-learning video-retrieval contrastive-learning

CCD

Code for 'Constrained Contrastive Distribution Learning for Unsupervised Anomaly Detection and Localisation in Medical Images' [MICCAI 2021]

✭ 30

python deep-learning pytorch unsupervised-learning anomaly-detection medical-image-analysis

Clustering Algorithms from Scratch

Implementing Clustering Algorithms from scratch in MATLAB and Python

✭ 170