An API standard for single-agent reinforcement learning environments, with popular reference environments and related utilities (formerly Gym)

The official PyTorch implementation of the paper "SAITS: Self-Attention-based Imputation for Time Series". A fast and state-of-the-art (SOTA) deep-learning neural network model for efficient time-s…

A Python toolkit/library for reality-centric machine/deep learning and data mining on partially-observed time series, including SOTA neural network models for scientific analysis tasks of imputatio…

Violin Plots for Matlab

Automatic architecture search and hyperparameter optimization for PyTorch

Class activation maps for your PyTorch models (CAM, Grad-CAM, Grad-CAM++, Smooth Grad-CAM++, Score-CAM, SS-CAM, IS-CAM, XGrad-CAM, Layer-CAM)

Image Polygonal Annotation with Python (polygon, rectangle, circle, line, point and image-level flag annotation).

🎨 ML Visuals contains figures and templates which you can reuse and customize to improve your scientific writing.

Official implementation of DeepLabCut: Markerless pose estimation of user-defined features with deep learning for all animals incl. humans