Representation Learning

lightly - A computer vision framework for self-supervised learningPython

A Python library for self-supervised learning on images, providing a modular PyTorch-like framework with support for modern SSL models.

StellarGraphPython

A Python library for machine learning on graphs and networks, offering state-of-the-art algorithms for tasks like node classification and link prediction.

Awesome Network Embedding

A curated list of network embedding techniques, including papers, implementations, and related resources for graph representation learning.

Knowledge Representation Learning PapersTeX

A curated collection of must-read academic papers on knowledge representation learning and knowledge embedding, with an associated open-source toolkit.

OpenMetricLearningPython

A PyTorch-based framework for training and validating models that produce high-quality embeddings for metric learning and retrieval tasks.

PASS: An An ImageNet replacement for self-supervised pretraining without humansPython

A large-scale image dataset for self-supervised pretraining without humans, designed to reduce privacy concerns.

FLIP (Fitness Landscape Inference for Proteins)Jupyter Notebook

A benchmark suite of protein sequence tasks to evaluate machine learning models for protein design.

Awesome Video Generation

A curated list of 257+ research papers on video generation, representation learning, and related topics like reinforcement learning.