Repository Index

GFPGAN aims at developing Practical Algorithms for Real-world Face Restoration.

• pytorch
• gan
• deep-learning
• super-resolution

Machine Learning From Scratch. Bare bones NumPy implementations of machine learning models and algorithms with a focus on accessibility. Aims to cover everything from linear regression to deep learning.

• machine-learning
• deep-learning
• deep-reinforcement-learning
• machine-learning-from-scratch

Minimal and clean examples of machine learning algorithms implementations

• machine-learning
• deep-learning
• neural-networks
• machine-learning-algorithms

High-quality single file implementation of Deep Reinforcement Learning algorithms with research-friendly features (PPO, DQN, C51, DDPG, TD3, SAC, PPG)

• wandb
• reinforcement-learning
• pytorch
• python

Scalable and user friendly neural :brain: forecasting algorithms.

• deep-learning
• forecasting
• esrnn
• nbeats

PennyLane is an open-source quantum software platform for quantum computing, quantum machine learning, and quantum chemistry. Create meaningful quantum algorithms, from inspiration to implementation.

• quantum
• machine-learning
• deep-learning
• neural-network

Automatic colorization using deep neural networks. "Colorful Image Colorization." In ECCV, 2016.

• caffe
• colorization
• automatic-colorization
• deep-learning

StellarGraph - Machine Learning on Graphs

• graphs
• machine-learning
• machine-learning-algorithms
• graph-convolutional-networks

A comprehensive set of fairness metrics for datasets and machine learning models, explanations for these metrics, and algorithms to mitigate bias in datasets and models.

• ai
• fairness-ai
• fairness
• fairness-testing

Source code of PyGAD, a Python 3 library for building the genetic algorithm and training machine learning algorithms (Keras & PyTorch).

• python
• genetic-algorithm
• optimization
• numpy

A curated list of Monte Carlo tree search papers with implementations.

• tree-search
• learning
• machine-learning
• deep-learning

Little Ball of Fur - A graph sampling extension library for NetworKit and NetworkX (CIKM 2020)

• graph
• graph-sampling
• network-sampling
• random-walk

Panoptic segmentation algorithms for 2D and 3D electron microscopy images

• deep-learning
• semantic-segmentation
• segmentation
• pytorch