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441 search results found

100 Days Of Ml Code ⭐ 20,750

100-Days-Of-ML-Code中文版

Transferlearning ⭐ 12,494

Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习

A Comprehensive and Scalable Python Library for Outlier Detection (Anomaly Detection)

Anomaly Detection Resources ⭐ 7,616

Anomaly detection related books, papers, videos, and toolboxes

Mlxtend ⭐ 4,669

A library of extension and helper modules for Python's data analysis and machine learning libraries.

Anomalib ⭐ 2,796

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

Awesome Community Detection ⭐ 2,232

A curated list of community detection research papers with implementations.

Machine Learning Specialization Coursera ⭐ 2,082

Contains Solutions and Notes for the Machine Learning Specialization By Stanford University and Deeplearning.ai - Coursera (2022) by Prof. Andrew NG

Voxelmorph ⭐ 2,025

Unsupervised Learning for Image Registration

Alibi Detect ⭐ 2,010

Algorithms for outlier, adversarial and drift detection

Karateclub ⭐ 1,950

Karate Club: An API Oriented Open-source Python Framework for Unsupervised Learning on Graphs (CIKM 2020)

Awesome Sentence Embedding ⭐ 1,831

A curated list of pretrained sentence and word embedding models

Minisom ⭐ 1,339

🔴 MiniSom is a minimalistic implementation of the Self Organizing Maps

Deepcluster ⭐ 1,313

Deep Clustering for Unsupervised Learning of Visual Features

Unsupervised Classification ⭐ 1,217

SCAN: Learning to Classify Images without Labels, incl. SimCLR. [ECCV 2020]

Hypergan ⭐ 1,190

Composable GAN framework with api and user interface

Disentanglement_lib ⭐ 1,031

disentanglement_lib is an open-source library for research on learning disentangled representations.

Unsup3d ⭐ 981

(CVPR'20 Oral) Unsupervised Learning of Probably Symmetric Deformable 3D Objects from Images in the Wild

Similarity ⭐ 979

TensorFlow Similarity is a python package focused on making similarity learning quick and easy.

Graph2vec ⭐ 791

A parallel implementation of "graph2vec: Learning Distributed Representations of Graphs" (MLGWorkshop 2017).

Prednet ⭐ 695

Code and models accompanying "Deep Predictive Coding Networks for Video Prediction and Unsupervised Learning"

AutoVC: Zero-Shot Voice Style Transfer with Only Autoencoder Loss

PyTorch implementation of SimCLR: A Simple Framework for Contrastive Learning of Visual Representations by T. Chen et al.

Disentangling Vae ⭐ 668

Experiments for understanding disentanglement in VAE latent representations

Adbench ⭐ 609

Official Implement of "ADBench: Anomaly Detection Benchmark".

All About The Gan ⭐ 602

All About the GANs(Generative Adversarial Networks) - Summarized lists for GAN

Monorec ⭐ 511

Official implementation of the paper: MonoRec: Semi-Supervised Dense Reconstruction in Dynamic Environments from a Single Moving Camera (CVPR 2021)

Complete Life Cycle Of A Data Science Project ⭐ 499

Complete-Life-Cycle-of-a-Data-Science-Project

Spectralcluster ⭐ 480

Python re-implementation of the (constrained) spectral clustering algorithms used in Google's speaker diarization papers.

Lemniscate.pytorch ⭐ 467

Unsupervised Feature Learning via Non-parametric Instance Discrimination

Corex_topic ⭐ 441

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

PHATE (Potential of Heat-diffusion for Affinity-based Transition Embedding) is a tool for visualizing high dimensional data.

Lda2vec Tf ⭐ 407

tensorflow port of the lda2vec model for unsupervised learning of document + topic + word embeddings

Speechsplit ⭐ 401

Unsupervised Speech Decomposition Via Triple Information Bottleneck

Lifting From The Deep Release ⭐ 391

Implementation of "Lifting from the Deep: Convolutional 3D Pose Estimation from a Single Image"

Paragraph Vectors ⭐ 375

📄 A PyTorch implementation of Paragraph Vectors (doc2vec).

Selflow ⭐ 371

SelFlow: Self-Supervised Learning of Optical Flow

Change Detection Review ⭐ 352

A review of change detection methods, including codes and open data sets for deep learning. From paper: change detection based on artificial intelligence: state-of-the-art and challenges.

Pytorch Vsumm Reinforce ⭐ 342

Unsupervised video summarization with deep reinforcement learning. AAAI'18.

Sealion ⭐ 328

The first machine learning framework that encourages learning ML concepts instead of memorizing class functions.

Recycle Gan ⭐ 326

Unsupervised Video Retargeting (e.g. face to face, flower to flower, clouds and winds, sunrise and sunset)

Padim Anomaly Detection Localization Master ⭐ 313

This is an unofficial implementation of the paper “PaDiM: a Patch Distribution Modeling Framework for Anomaly Detection and Localization”.

Machine Learning Algorithms From Scratch ⭐ 312

Implementing machine learning algorithms from scratch.

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

Graphsage Pytorch ⭐ 300

A PyTorch implementation of GraphSAGE. This package contains a PyTorch implementation of GraphSAGE.

Unsupervised Semantic Segmentation ⭐ 291

Unsupervised Semantic Segmentation by Contrasting Object Mask Proposals. [ICCV 2021]

Competitive Collaboration: Joint Unsupervised Learning of Depth, Camera Motion, Optical Flow and Motion Segmentation

Openunreid ⭐ 275

PyTorch open-source toolbox for unsupervised or domain adaptive object re-ID.

Contrastive Predictive Coding ⭐ 269

Keras implementation of Representation Learning with Contrastive Predictive Coding

Problem Agnostic Speech Encoder

Beta Vae ⭐ 262

Pytorch implementation of β-VAE

Python Gift Exchange ⭐ 252

pyge: Holiday Gift Exchange Picker

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

The TensorFlow reference implementation of 'GEMSEC: Graph Embedding with Self Clustering' (ASONAM 2019).

Pyrdf2vec ⭐ 232

🐍 Python Implementation and Extension of RDF2Vec

[IJCAI-21] "Time-Series Representation Learning via Temporal and Contextual Contrasting"

Transmomo.pytorch ⭐ 225

This is the official PyTorch implementation of the CVPR 2020 paper "TransMoMo: Invariance-Driven Unsupervised Video Motion Retargeting".

Learning to Cluster. A deep clustering strategy.

Unsupervised_detection ⭐ 221

An Unsupervised Learning Framework for Moving Object Detection From Videos

[ICLR-2020] Mutual Mean-Teaching: Pseudo Label Refinery for Unsupervised Domain Adaptation on Person Re-identification.

Propagate Yourself: Exploring Pixel-Level Consistency for Unsupervised Visual Representation Learning, CVPR 2021

UnFlow: Unsupervised Learning of Optical Flow with a Bidirectional Census Loss

Self Supervised Speech Recognition ⭐ 210

speech to text with self-supervised learning based on wav2vec 2.0 framework

Deep Graph Infomax (https://arxiv.org/abs/1809.10341)

Streaming Anomaly Detection Framework in Python (Outlier Detection for Streaming Data)

Lkvolearner ⭐ 197

Learning Depth from Monocular Videos using Direct Methods, CVPR 2018

Spectral Clustering With Graph Neural Networks For Graph Pooling ⭐ 196

Experimental results obtained with the MinCutPool layer as presented in the 2020 ICML paper "Spectral Clustering with Graph Neural Networks for Graph Pooling"

Gap_statistic ⭐ 193

Dynamically get the suggested clusters in the data for unsupervised learning.

Deepmapping ⭐ 191

[CVPR2019 Oral] Self-supervised Point Cloud Map Estimation

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

Novelty Detection ⭐ 183

Latent space autoregression for novelty detection.

Crosspoint ⭐ 179

Official implementation of "CrossPoint: Self-Supervised Cross-Modal Contrastive Learning for 3D Point Cloud Understanding" (CVPR, 2022)

Distancegan ⭐ 174

Pytorch implementation of "One-Sided Unsupervised Domain Mapping" NIPS 2017

Recursive Cascaded Networks ⭐ 172

[ICCV 2019] Recursive Cascaded Networks for Unsupervised Medical Image Registration

Graphwavemachine ⭐ 171

A scalable implementation of "Learning Structural Node Embeddings Via Diffusion Wavelets (KDD 2018)".

Unsupervised Depth Completion Visual Inertial Odometry ⭐ 168

Tensorflow implementation of Unsupervised Depth Completion from Visual Inertial Odometry (in RA-L January 2020 & ICRA 2020)

Tensorflowprojects ⭐ 164

Deep learning using tensorflow

E3d_lstm ⭐ 158

e3d-lstm; Eidetic 3D LSTM A Model for Video Prediction and Beyond

Numalogic ⭐ 156

Collection of operational time series ML models and tools

Image_similarity ⭐ 156

PyTorch Blog Post On Image Similarity Search

Lr Gan.pytorch ⭐ 145

Pytorch code for our ICLR 2017 paper "Layered-Recursive GAN for image generation"

Dynamics ⭐ 144

A Compositional Object-Based Approach to Learning Physical Dynamics

Factorvae ⭐ 144

Pytorch implementation of FactorVAE proposed in Disentangling by Factorising(http://arxiv.org/abs/1802.05983)

Contrad ⭐ 142

Code for the paper "Training GANs with Stronger Augmentations via Contrastive Discriminator" (ICLR 2021)

Mlm Pytorch ⭐ 141

An implementation of masked language modeling for Pytorch, made as concise and simple as possible

Flappy Es ⭐ 140

Flappy Bird AI using Evolution Strategies

Input Output Hidden Markov Model (IOHMM) in Python

[AAAI 2022] An official source code for paper Deep Graph Clustering via Dual Correlation Reduction.

Oneshottranslation ⭐ 126

Pytorch implementation of "One-Shot Unsupervised Cross Domain Translation" NIPS 2018

Language Models Can See: Plugging Visual Controls in Text Generation

Indoor Sfmlearner ⭐ 124

[ECCV'20] Patch-match and Plane-regularization for Unsupervised Indoor Depth Estimation

Unsupervised_anomaly_detection_brain_mri ⭐ 123

Autoencoders for Unsupervised Anomaly Segmentation in Brain MR Images: A Comparative Study

Gradient Origin Networks - a new type of generative model that is able to quickly learn a latent representation without an encoder

Dense Ulearn Vos ⭐ 121

Dense Unsupervised Learning for Video Segmentation (NeurIPS*2021)

Un-Mix: Rethinking Image Mixtures for Unsupervised Visual Representation Learning.

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

Unsupervised Attributed Multiplex Network Embedding (AAAI 2020)

Denoisingautoencoder ⭐ 117

Python implementation of Stacked Denoising Autoencoders for unsupervised learning of high level feature representation

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

This repository contains the official implementation of DPGN: Distribution Propagation Graph Network for Few-shot Learning.

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